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Data & Analytics

Data platforms, pipelines, reports and data science.

Data platforms

  • Snowflake: Cloud data warehouse for all your data
  • Databricks: One platform for data, analytics and AI
  • Microsoft Fabric: Microsoft's all-in-one analytics platform
  • Azure: Data platforms on Microsoft Azure
  • AWS: Data platforms on Amazon Web Services
  • Google Cloud: BigQuery and data on Google Cloud
  • dbt: Tested, documented data models
  • Data Lakehouse: Open lakehouse on Iceberg and Delta

Data foundation

  • Data Engineering: Pipelines that move and clean your data
  • Real-time Data Streaming: Live data with Kafka and Flink
  • Cloud Data Migration: Move old databases to the cloud safely
  • Data Warehouse: One trusted home for reporting data
  • Database Engineering: Fast, reliable, well-run databases
  • Managed Data Engineering: We run and support your data platform

Strategy & trust

  • Data Strategy & Assessment: A clear plan for your data and its value

Strategy & trust

  • Data Governance: Ownership, access and compliance for data
  • Data Quality & Observability: Catch bad data before it hits reports
  • AI-Ready Data, trending: Prepare your data for AI and RAG

Reports & insights

  • Data Analytics: Answers and KPIs from your data
  • Power BI: Dashboards and reports in Power BI
  • Tableau & Looker: Dashboards in Tableau, Looker and Qlik
  • Data Science, trending: Forecasts and predictions from your data

Snowflake · Databricks · Microsoft partner

Data platforms engineered end to end, from ingestion to dashboards and models.

  • Microsoft Fabric
  • Microsoft Azure
Explore Data Engineering →

Agentic AI

AI agents that plan, use your tools and get work done.

AI agents

  • AI Agents: AI that completes tasks for your team
  • Multi-Agent Systems: Teams of AI agents for complex work
  • Voice AI Agents: AI that answers and makes phone calls
  • AI Agent Developers: Hire engineers who build agents

Copilots & assistants

  • Custom AI Copilots: An AI assistant inside your product

Copilots & assistants

  • AI Chatbots: Chat support and sales, 24/7
  • AI Shopping Assistants: Guided buying in your store

Tools & automation

  • MCP Server Development: Connect AI assistants to your systems
  • Workflow Automation, trending: Automate repetitive business tasks

Tools & automation

  • AI Integration: Add AI to the tools you already use
  • LLM & RAG Development: AI that answers from your own documents

Prove & trust

  • AI PoC & MVP: Prove an AI idea before you invest
  • AI Testing & Red Teaming: Test AI for accuracy and safety
  • AI Governance & EU AI Act: Use AI safely and within the rules

Agents that do the work, with guardrails

Agents and copilots wired into your data and tools through MCP, tested before they act.

Explore AI agents →

Service areas

All services →

Data platforms

  • Snowflake: Cloud data warehouse for all your data
  • Databricks: One platform for data, analytics and AI
  • Microsoft Fabric: Microsoft's all-in-one analytics platform
  • Azure: Data platforms on Microsoft Azure
  • AWS: Data platforms on Amazon Web Services
  • Google Cloud: BigQuery and data on Google Cloud
  • dbt: Tested, documented data models
  • Data Lakehouse: Open lakehouse on Iceberg and Delta

Data foundation

  • Data Engineering: Pipelines that move and clean your data
  • Real-time Data Streaming: Live data with Kafka and Flink
  • Cloud Data Migration: Move old databases to the cloud safely
  • Data Warehouse: One trusted home for reporting data
  • Database Engineering: Fast, reliable, well-run databases
  • Managed Data Engineering: We run and support your data platform

Strategy & trust

  • Data Strategy & Assessment: A clear plan for your data and its value

Strategy & trust

  • Data Governance: Ownership, access and compliance for data
  • Data Quality & Observability: Catch bad data before it hits reports
  • AI-Ready Data, trending: Prepare your data for AI and RAG

Reports & insights

  • Data Analytics: Answers and KPIs from your data
  • Power BI: Dashboards and reports in Power BI
  • Tableau & Looker: Dashboards in Tableau, Looker and Qlik
  • Data Science, trending: Forecasts and predictions from your data

Snowflake · Databricks · Microsoft partner

Data platforms engineered end to end, from ingestion to dashboards and models.

  • Microsoft Fabric
  • Microsoft Azure
Explore Data Engineering →

Build AI

  • AI Development: Custom AI built for your business
  • Generative AI: AI that writes, summarises and creates
  • LLM & RAG Development: AI that answers from your own documents
  • Fine-tuning & Small Models: Smaller, cheaper models trained for you
  • Private LLM Deployment: AI models that keep data in-house
  • Machine Learning & MLOps, trending: Prediction models, run in production
  • Computer Vision: AI that understands images and video
  • Document AI & NLP: Read and process documents automatically

Agents & assistants

  • AI Agents: AI that completes tasks for your team
  • Multi-Agent Systems: Teams of AI agents for complex work
  • Custom AI Copilots: An AI assistant inside your product
  • AI Chatbots: Chat support and sales, 24/7
  • Voice AI Agents: AI that answers and makes phone calls

Automate & connect

  • Workflow Automation, trending: Automate repetitive business tasks
  • AI Integration: Add AI to the tools you already use

Automate & connect

  • MCP Server Development: Connect AI assistants to your systems
  • CRM & ERP Integration: AI and sync for your CRM and ERP

Plan, prove & govern

  • AI Consulting: Expert advice on where AI pays off
  • AI Readiness Assessment: Is your business ready for AI?
  • AI PoC & MVP: Prove an AI idea before you invest
  • AI Governance & EU AI Act: Use AI safely and within the rules
  • AI Testing & Red Teaming: Test AI for accuracy and safety

AI that ships, not just demos

Agents, chatbots and generative AI wired into your data, tools and products.

Explore AI development →

Cloud & DevOps

  • Cloud & DevOps: Cloud setup and faster releases
  • Kubernetes & Containers: Run apps reliably at scale
  • DevSecOps: Security built into every release
  • Cloud Migration: Move your apps to the cloud
  • Cloud Cost Optimization: Cut your cloud bill

Testing & security

  • Software Testing & QA: Find bugs before your users do
  • Test Automation: Automated tests on every change
  • Performance & Load Testing: Know your app holds up under load
  • Security & Penetration Testing: Find security holes before attackers

Keep it running

  • Maintenance & Support: Updates, fixes and monitoring
  • 24/7 Monitoring & SRE: Round-the-clock uptime and alerts
  • Application Modernization: Upgrade legacy software safely
  • Managed Data Engineering: We run and support your data platform

Reliable, secure and looked after

Cloud and DevOps, testing and security, with monitoring and support that keeps software running.

  • AWS
  • Microsoft Azure
Explore Cloud & DevOps →

Build an app

  • Mobile App Development: Apps for iPhone and Android, end to end
  • iOS Apps: Native apps for iPhone and iPad
  • Android Apps: Native apps for Android devices
  • Flutter Apps: One codebase for iOS and Android
  • React Native Apps: Cross-platform apps with React Native
  • Kotlin Multiplatform: Shared Kotlin code, native feel
  • FlutterFlow Apps: Low-code apps built faster

Smarter apps

  • On-device AI Apps, trending: Private AI features that run on the phone

Smarter apps

  • IoT Development: Apps that talk to devices and sensors
  • Wearable Apps: Apps for Apple Watch and Wear OS

Start & launch

  • MVP Development: Launch a first version quickly
  • AI-Assisted Development, trending: Build faster with AI coding tools
  • App Store Optimization: Get found and downloaded in app stores

After launch

  • App Modernization: Rebuild an old app on modern tech

After launch

  • Maintenance & Support: Updates, fixes and monitoring
  • Software Testing & QA: Find bugs before your users do

Design & prototyping

  • UI/UX Design: Apps and sites that are easy to use
  • Design Systems: Reusable components for consistent design
  • UX Audit & Research: Find out why users struggle
  • AI Product Design, trending: Design for chat, agents and copilots
  • Product Design Sprint: A tested prototype in five days

Apps your customers keep using

Native and cross-platform apps, designed, built, launched and looked after by one team.

See our portfolio →

Websites

  • Web Development: Business websites, built to convert
  • WordPress: Websites your team can update easily
  • CMS Development: Manage content without a developer
  • Headless CMS: Fast sites with Strapi, Sanity, Contentful
  • Website Redesign: Refresh an outdated website
  • Responsive Web Design: Sites that work on every screen

Web apps & SaaS

  • Web App Development: Custom software in the browser
  • SaaS Development: Build and scale a software product
  • Customer & Partner Portals: Self-service portals for your users
  • API Development & Integration: Connect your systems and apps

Web apps & SaaS

  • AI Integration, trending: Add AI to the tools you already use

By technology

  • React & Next.js: Fast, modern web front ends
  • Laravel: PHP web apps on Laravel
  • Node.js: Fast back ends and real-time apps

Quality & care

  • Web Accessibility (WCAG): Usable by everyone, and compliant
  • Website Speed Optimization: Faster pages, better Core Web Vitals
  • Application Modernization: Upgrade legacy software safely
  • Maintenance & Support: Updates, fixes and monitoring

E-commerce platforms

  • Shopify: Stores on Shopify, set up to sell
  • Shopify Plus: Shopify for high-volume brands
  • WooCommerce: Sell on your WordPress website
  • Headless Commerce: Fast custom storefronts on any platform

Online stores

  • E-commerce Development: Custom online stores, end to end
  • B2B E-commerce: Ordering portals for trade customers
  • Multi-vendor Marketplace: Many sellers, one marketplace
  • On-Demand Delivery Apps: Food, grocery and delivery apps
  • AI Shopping Assistants, trending: Help shoppers find and buy with AI
  • Store Migration: Move platforms without losing SEO

Websites and web apps that perform

Business websites, portals and SaaS products, fast, accessible and easy to update.

Explore web development →

Search

  • SEO & Digital Marketing: More traffic and leads from search
  • Technical SEO: Fix what stops Google ranking you
  • Local SEO: Show up in local and map searches
  • AI Search Optimization, trending: Get cited by ChatGPT and AI Overviews

Ads & conversion

  • PPC / Google Ads: Paid ads that pay back

Ads & conversion

  • Conversion Optimization (CRO): Turn more visitors into customers

Measure

  • GA4 & Server-side Tracking: Analytics and tracking you can trust

Apps

  • App Store Optimization: Get found and downloaded in app stores

Be found, then convert

SEO for Google and AI search, paid ads, conversion work and tracking you can trust.

Explore SEO & marketing →

Ways to hire

  • Hire Dedicated Developers: A full-time team that works as yours
  • Staff Augmentation: Add engineers to your in-house team

Data & AI

  • AI & ML Engineers, trending
  • Generative AI Developers, trending
  • AI Agent Developers, trending
  • Data Scientists
  • Data Engineers
  • MLOps Engineers
  • Python Developers
  • Snowflake Developers

Data & AI

  • Databricks Developers
  • Power BI Developers
  • Fabric Developers
  • dbt Developers

Web

  • Full-stack Developers
  • React Developers
  • Next.js Developers
  • Vue.js Developers
  • Node.js Developers
  • Laravel Developers

Web

  • PHP Developers
  • WordPress Developers
  • Shopify Developers

Mobile, DevOps, QA & design

  • iOS Developers
  • Android Developers
  • Flutter Developers
  • React Native Developers
  • FlutterFlow Developers
  • DevOps Engineers
  • QA Engineers
  • UI/UX Designers

Vetted engineers, 15-day free trial

Add one developer or a full team, in your time zone, on a monthly or hourly model.

Hire dedicated developers →

Industries

All industries →

What we build for Healthcare

Patient apps, clinical data and healthcare AI.

  • Healthcare Software DevelopmentHospital and clinic management systems · EHR and EMR platforms · Revenue cycle management, medical billing and insurance verification
  • Healthcare App DevelopmentTelemedicine and virtual care with secure video consultations · Appointment scheduling, reminders and follow-ups · Remote patient monitoring and chronic care apps
  • Interoperability and IntegrationEHR and EMR integration · Lab, pharmacy and billing system integration · Integration with HIS, LIS, CRM and medical devices
  • Healthcare Data, Analytics and AIReal-time analytics dashboards for clinicians and administrators · AI-powered healthcare analytics platforms · Clinical workflow automation and task management
  • Product Engineering and ModernizationHealthcare IT consulting and digital roadmaps · End-to-end product engineering for healthtech startups · Software as a Medical Device (SaMD) development
  • Security, Compliance and Managed ITSecurity-first architecture with encryption and role-based access · Audit logs and access controls · Compliance frameworks for HIPAA and GDPR requirements
  • Telemedicine and Remote CareVirtual doctor consultations and video telehealth · Remote patient monitoring and RPM vital tracking · Digital prescription and e-pharmacy workflows
  • Explore Healthcare →Client case studies, technical approach, production architectures and FAQs

What we build for FinTech

Banking, lending, payments and financial AI.

  • Banking and Digital PaymentsAccount management for savings, current and business accounts · Fund transfers, UPI and payment processing · Digital wallets and payment gateway apps
  • Lending and CreditLoan origination and approval for personal, business and secured loans · Automated eligibility checks · EMI scheduling, repayments and tracking
  • Risk, Fraud and ComplianceReal-time transaction monitoring and fraud detection · Risk scoring and anomaly detection · Security alerts and reporting dashboards
  • Investment, Wealth and InsuranceInvestment platforms for stocks, mutual funds and other assets · Portfolio tracking, risk profiling and goal-based investing · Real-time market data and investor dashboards
  • Accounting, Payroll and Financial CRMAccounting and bookkeeping with invoicing and GST · Payroll automation, payslips and statutory deductions · Financial CRM for client data, leads and follow-ups
  • Financial Analytics and ForecastingRevenue, cash flow and performance analytics · Cash flow forecasting and financial planning · Customer behavior and conversion insights
  • Open Banking and API IntegrationsCore banking system and ledger integration · Open Banking and PSD2/Plaid API connectors · Microservices and financial middleware architecture
  • Explore FinTech →Client case studies, technical approach, production architectures and FAQs

What we build for E-Commerce & Retail

Stores, integrations and shopper data.

  • Shopify DevelopmentCustom Shopify Store Development · Theme Customization · App Integrations
  • Adobe Commerce (Magento) DevelopmentCustom Module Development · Performance Optimization · Multichannel and Multi-Store Support
  • Store Design and DevelopmentCustom Storefront Design and Development · WooCommerce Stores with Custom Plugins · BigCommerce Development and Catalog Optimization
  • IntegrationsCRM and ERP Integration · Payment Gateway Integration · Shipping and Logistics Integration
  • Store Analytics and AISmart Product Recommendations · Dynamic Pricing · Customer Behavior Analytics
  • Consulting, Testing and OperationsE-commerce Consulting · E-commerce Audit (Performance, Conversion, SEO, Engagement) · QA and Performance Testing
  • B2B E-Commerce and Wholesale PortalsCustom B2B pricing and catalog management · Wholesale ordering and bulk checkout workflows · Dealer, distributor and vendor portals
  • Explore E-Commerce & Retail →Client case studies, technical approach, production architectures and FAQs

What we build for Logistics

Fleet tracking, warehouse management and route optimization.

  • Shipment, Order and DispatchShipment planning, documentation, billing and reporting · Inbound and outbound shipment visibility · Order processing, fulfillment and status updates
  • Fleet, Telematics and Asset TrackingReal-time vehicle tracking and fuel monitoring · Driver performance and compliance · Maintenance scheduling to reduce downtime
  • Transportation and Route OptimizationTransportation management systems (TMS) · Route planning and load optimization · Carrier selection and freight cost management
  • Warehouse and InventoryWarehouse management systems (WMS) · Inventory movement, picking, packing and dispatch · Real-time stock visibility and automated replenishment
  • Logistics Analytics and ForecastingReal-time logistics dashboards and operational reports · Demand forecasting for inventory planning · Predictive analytics and custom ML models for logistics
  • Integration and Digital PlatformsERP, CRM and accounting integration · GPS platform and third-party courier tool integration · Customer and partner portals with live tracking
  • Freight Brokerage and Shipper PortalsDigital freight matching and spot bidding · Shipper self-service booking and tracking portals · Carrier onboarding and compliance management
  • Explore Logistics →Client case studies, technical approach, production architectures and FAQs

What we build for Travel & Hospitality

Guest apps, booking engines and property management.

  • Booking and Property ManagementHotel booking apps with live availability · Room, table and service reservations · Pricing, availability and occupancy management
  • Guest Experience and EngagementDigital check-in and check-out · In-app concierge and contactless service requests · Guest profiles with preferences and visit history
  • Food, Beverage and EventsRestaurant ordering and table management · Kitchen workflow and order tracking · In-room dining apps
  • Operations, Staff and InventoryShift scheduling, attendance and task coordination · Housekeeping and maintenance coordination · Inventory, stock alerts and vendor management
  • Revenue, Loyalty and PaymentsLoyalty and membership programs · Secure payments, invoicing and multi-mode billing · Targeted offers, campaigns and notifications
  • Hospitality Data and AIOccupancy, performance and revenue dashboards · Guest behavior insights · Personalized offers and recommendations
  • Tour, Travel and Activity PlatformsTravel package booking and tour management · Multi-day itinerary planning software · Activity booking and digital ticketing platforms
  • Explore Travel & Hospitality →Client case studies, technical approach, production architectures and FAQs

What we build for Social & Community

Community platforms, feeds, real-time chat and moderation.

  • Social and Community AppsInterest and niche community apps · Neighborhood and hyperlocal social apps · Fan communities for media, games and sport
  • Feeds, Content and VideoPosts, likes, comments and reposts · Personalized and location-based feeds · Short video recording and editing
  • Messaging and Real-TimeOne-to-one and group chat · Temporary and topic-based groups · Voice and video calls, including random calls
  • Safety and ModerationReport, block and mute for users · Post approval and moderation queues · Verified profiles and sign-up checks
  • Growth and MonetizationPremium plans and subscriptions with Stripe · Coins, rewards and creator tips · Referral rewards and invite flows
  • Creator Economy and Live StreamingLive audio and video broadcasting · Creator tipping, coins and virtual gifts · Subscriber-only content and fan clubs
  • Community Analytics and Sentiment AIMember engagement metrics and retention dashboards · AI sentiment analysis and topic clustering · Churn prediction and audience insights
  • Explore Social & Community →Client case studies, technical approach, production architectures and FAQs

What we build for Education

LMS, virtual classrooms and AI learning platforms.

  • Learning Management and Virtual ClassroomsCustom LMS development · Course, curriculum and syllabus management · Virtual classrooms with live video and interactive tools
  • Corporate Training and OnboardingCorporate training apps with skills assessment · Induction and orientation apps · Employee engagement apps with feedback tools
  • Direct-to-Learner and On-Demand LearningE2C eLearning apps for courses and certifications · On-demand apps with recorded sessions and self-paced modules · Tuition apps for class management and parent communication
  • Engagement and AccessibilityGamified learning platforms · Chat, forums and notifications · Accessible eLearning apps for learners with disabilities
  • AI and Learning AnalyticsAI-powered personalized learning paths · Adaptive learning apps · Progress dashboards and performance analytics
  • Assessment, Testing and GradingOnline examination platforms with proctoring · Automated grading and rubric evaluation · Question banks and adaptive quizzes
  • School and Student Information SystemsStudent information and enrollment portals · Attendance, gradebooks and transcript management · Parent, teacher and administrator communication tools
  • Explore Education →Client case studies, technical approach, production architectures and FAQs

What we build for Real Estate

Property listings, CRM, virtual tours and proptech AI.

  • Property Listings and DiscoveryProperty listing and discovery apps · Residential, commercial and land listings · Advanced search, filters and map-based listings
  • CRM, Leads and Sales OperationsReal estate CRM and lead management · Lead capture, assignment and tracking · Sales pipeline and deal management
  • Site Visits and Buyer ExperienceOnline site-visit scheduling · Automated reminders and follow-ups · Virtual tours and remote viewing
  • Rental and Property ManagementRental and tenant management platforms · Lease agreements and document management · Rent collection and payment tracking
  • Real Estate Analytics and AIProperty valuation and pricing analytics · Market trend and demand analysis · AI-powered demand forecasting
  • Property Maintenance and OperationsAutomated work-order dispatch for maintenance · Vendor management and job tracking · Property inspection checklists and reports
  • Mortgage, Escrow and Investment PortalsDigital mortgage calculators and pre-approval flows · Investor syndication and equity tracking dashboards · Escrow milestone tracking and document signing
  • Explore Real Estate →Client case studies, technical approach, production architectures and FAQs

What we build for Media & Entertainment

Streaming, publishing and AI content platforms.

  • Streaming and PlaybackLive radio streaming with background playback · Live concert and event streaming · Short video and live streaming apps
  • Reading and PublishingManga and comic reading apps with chapters · Early access passes and series subscriptions · Book series and author websites
  • AI Content CreationAI storybooks with illustrations and narration · AI interviewers that turn memories into books · Prompt-to-script research and writing
  • Fan and Creator PlatformsFan communities with reviews and tracking · Creator tips, coins and rewards · Audition and practice tools for performers
  • Media Business ToolsAd space directories and online booking · Stripe and PayPal checkout · Order tracking with project tools
  • Audio, Podcasting and Radio PlatformsHigh-fidelity audio streaming with offline sync · Podcast hosting, distribution and analytics · Live radio stations with interactive listener chat
  • Rights Management and RoyaltiesDigital rights management (DRM) and watermarking · Contract and licensing management platforms · Automated royalty split calculations and payouts
  • Explore Media & Entertainment →Client case studies, technical approach, production architectures and FAQs

What we build for Manufacturing

Shop-floor MES, predictive maintenance and IoT.

  • Production and Shop-Floor SystemsManufacturing Execution Systems (MES) · Production planning and scheduling software · Real-time shop-floor monitoring dashboards
  • Predictive Maintenance and Asset HealthPredictive maintenance and downtime forecasting · Condition monitoring and anomaly detection · Maintenance, AMC and asset lifecycle systems
  • Quality, Traceability and SafetyQuality management and inspection systems · Product traceability and batch tracking · OHS management systems for workplace safety
  • Integration and ModernizationERP, MES, inventory and production system integration · REST APIs for ERP, MES, IoT and third-party systems · Legacy manufacturing software modernization
  • Supply Chain, Inventory and CustomersInventory, raw material and warehouse management · Vendor, procurement and material flow platforms · Warehouse and dispatch apps
  • Analytics, Consulting and SupportProduction, downtime and efficiency reporting · Demand planning and production forecasting · ML models for quality, yield and efficiency insights
  • Shop-Floor Worker Apps and Digital SOPsTablet-based standard operating procedures · Digital shift handover and logbook systems · Safety incident reporting and inspection forms
  • Explore Manufacturing →Client case studies, technical approach, production architectures and FAQs
More industries
  • On-Demand
  • Legal Technology
  • SaaS
  • Enterprise Analytics
  • Telecom
  • Fitness & Wellness
  • Sports
  • Fashion & Beauty
  • Security & Public Safety
  • AI Solutions
  • Events
  • Marketplace
  • Productivity
  • HR & Workforce
  • Lifestyle
  • Dating
  • Food & Beverage
  • Marketing & Advertising
  • Transportation
  • Automotive
  • Gaming
  • IT & Cybersecurity
  • Pet Care
  • CRM & Sales
  • Spirituality
  • Mental Health
  • Blockchain & Crypto
  • Energy & Environment
  • Agriculture
  • Insurance

Company

A senior team delivering since 2018.

  • About UsOur engineering roots, delivery philosophy and leadership team.
  • CareersJoin a senior team building modern data platforms and AI products.
  • Client HandbookHow engagements run: sprint cadences, communication and delivery.
  • PortfolioWeb, mobile and cloud platforms engineered and shipped worldwide.
  • Case StudiesReal client outcomes, production metrics and technical solutions.
  • Hire Dedicated DevelopersExtend your team with vetted data engineers, AI leads and developers.
  • BlogDeep dives, architecture patterns and technical field notes.
  • Contact UsDiscuss your technical scope, project timelines or team requirements.

Rated by the clients we build for

Senior teams, security-certified processes and 8+ years of shipping.

Clutch
4.8
Google
4.9
27001
ISO
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  1. Home
  2. MCP Server Development

MCP Server Development Services

Secure connectors that let AI assistants and agents use your business systems and data.

Book a Meeting →See our work ↓

Stack we work in

  • Claude
  • LangGraph
  • TypeScript
  • Node.js
  • Python
  • FastAPI
  • PostgreSQL
  • Redis
Projects delivered
680+
Clients served
310+
Client retention
98%
Certified engineers
20+
Building since
2018

Figures as of Oct 2026

  • 4.9GoogleBased on 80+ reviews, rated 4.9 out of 5 (opens in a new tab)
  • 4.8ClutchTop B2B Company 2025, rated 4.8 out of 5 (opens in a new tab)
  • 4.7TrustpilotExcellent Service Rating, rated 4.7 out of 5 (opens in a new tab)

Trusted by

  • Aralia
  • Rosa Pistrina
  • Lashbo
  • Micromunchi
  • Payroll Ninja
  • POD
  • Petdx
  • Yokey
  • Spin Up
  • Starwear
  • Udlins
  • Vegpal
  • Wander Wings
  • Wish It
  • Wisl
  • Overview
  • Services
  • Work
  • Process
  • Tech stack
  • FAQs
  • Contact

Why teams build MCP servers

Model Context Protocol (MCP) is the open standard AI assistants and agents use to connect to outside tools and data.

Read the full overview

With an MCP server, tools such as Claude, ChatGPT, Microsoft Copilot Studio, GitHub Copilot and your own agents can look up records, run searches and take approved actions in your systems, without a custom integration for each AI product. We design and build MCP servers for your APIs, databases and SaaS tools, add proper sign-in and permissions with OAuth, and run them securely so you control exactly what each AI client can see and do.

  • AI that cannot see your data

    Assistants give generic answers because they have no access to your systems.

  • One integration per AI tool

    Each new assistant or agent framework needs its own custom connector.

  • Unsafe shortcuts

    Staff paste data into AI tools or share API keys because there is no approved connection.

  • No control or audit

    Nobody can say which AI client accessed which records, or on whose behalf.

  • Customers asking for AI access

    Users of your product want to work with it from Claude, ChatGPT or Copilot.

Outcomes

What you get

  • AI assistants that can use your real business data and tools
  • One integration that works across many AI products
  • Access controlled by your existing sign-in and permissions
  • A full log of what every AI client did
  • Faster agent projects, because the connectors already exist
  • Code and infrastructure owned by you

What we deliver

What you receive

  • MCP server specification

    Tools, resources, permissions and authentication flow, agreed before the build.

  • MCP server code

    TypeScript or Python server with tests, in your repository.

  • Authorization setup

    OAuth 2.1 with your identity provider and per-user permissions.

  • Hosting and monitoring

    Deployment, logging, tracing and alerts, defined in code.

  • Security review

    Threat model and test results covering prompt injection and tool misuse.

  • Client guides

    Setup instructions for Claude, ChatGPT, Copilot and your own agents.

What teams connect through MCP

  • CRM and sales data

    Look up accounts, deals and activity, and log notes from any AI assistant.

    Learn more →
  • Internal knowledge

    Search wikis, document stores and policies with the user's own permissions.

  • Databases and analytics

    Ask questions of approved datasets through safe, read-only query tools.

    Learn more →
  • Ticketing and support

    Read, summarize, update and route tickets from an assistant or agent.

  • DevOps and engineering

    Give coding assistants controlled access to logs, deployments and internal APIs.

  • Your SaaS product

    A public MCP server so your customers can use your product from their AI tools.

MCP server design

Expose the right capabilities, nothing more.

  • Tool, resource and prompt design based on what users need the AI to do
  • Clear tool names, descriptions and schemas so models call them correctly
  • Read-only and write tools separated, with confirmation for risky actions
  • Pagination, filtering and summarizing so large data fits in a model's context

Build and integration

Connect any system your business runs on.

  • Servers in TypeScript or Python with the official MCP SDKs or FastMCP
  • Connectors for REST and GraphQL APIs, SQL databases and file stores
  • Wrappers for SaaS tools such as CRM, ERP, ticketing and document systems
  • Local (stdio) servers for developer tools and remote Streamable HTTP servers for teams
  • MCP clients inside your own agents and applications

Built with

  • FastMCP
  • Streamable HTTP
  • TypeScript
  • Python

Authentication and security

Treat every AI client as untrusted until proven otherwise.

  • OAuth 2.1 authorization with your identity provider (Entra ID, Okta, Auth0, Keycloak)
  • Per-user permissions so the AI only sees what the signed-in person can see
  • Input validation, rate limits and output filtering on every tool
  • Defences against prompt injection, tool poisoning and token misuse
  • Audit logs of every tool call, user and result

Built with

  • OAuth 2.1
  • Okta
  • Auth0
  • Keycloak

Hosting and operations

Run servers reliably at scale.

  • Deployment on Cloudflare Workers, AWS Lambda, containers or Kubernetes
  • MCP gateways and API management for many servers and clients
  • Monitoring and tracing with OpenTelemetry and Langfuse
  • Versioning so tool changes do not break existing clients

Built with

  • Cloudflare Workers
  • AWS Lambda
  • Kubernetes
  • OpenTelemetry
  • Langfuse

Client compatibility and testing

Make sure it works where your users are.

  • Testing with Claude, ChatGPT, Copilot Studio, VS Code, Cursor and custom agents
  • MCP Inspector and automated tests for every tool
  • Evaluation of how reliably models pick and use your tools
  • Publishing to internal catalogs or public MCP registries

Built with

  • MCP Inspector
  • Claude
  • ChatGPT
  • Copilot Studio
  • VS Code
  • Cursor
Reference architectureHow the pieces fit, end to end
  1. 01DataFeatures and retrieval
    • PostgreSQL
  2. 02ModelsFoundation and custom
    • Claude
    • OpenAI Agents SDK
  3. 03BuildAgents, chains, tools
    • Model Context Protocol (MCP)
    • MCP TypeScript SDK
    • MCP Python SDK
    • FastMCP
  4. 04EvaluateQuality, safety, tracing
    • Langfuse
  5. 05ShipServing and MLOps
    • Docker
    • Kubernetes

Related services

  • AI Agents
  • Multi-Agent Systems
  • AI Integration
  • CRM & ERP Integration
  • Custom AI Copilots

Why teams choose Equitysoft for MCP servers

  1. Tools designed for how models call them

    Clear names, descriptions and schemas, read-only and write tools kept separate, and confirmation on risky actions, so models pick the right tool first time.

  2. Security first

    OAuth 2.1 with your identity provider, per-user permissions, input validation and defences against prompt injection and tool poisoning, with an audit log of every call.

  3. Tested against real clients

    Every server is tested with Claude, ChatGPT, Copilot Studio, VS Code and Cursor using MCP Inspector and automated tests.

  4. Versioned so clients keep working

    Tool changes are versioned and the server is kept current with the MCP specification, so existing clients do not break when something moves.

Recent work from our team

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  • Logistics & DeliveryiOS · WebPowerhouse Courier – AI-Powered Dispatch & Delivery Management Platform
  • Fashion & BeautyiOS & AndroidEaudvisor – AI Perfume Guide and Fragrance Advisor App

More projects

  • Recomate – AI Recommendation App for Food, Movies and Things to Do
  • AI and Machine Learning Web Platform
  • AI Restaurant Discovery App for Dietary Preferences
  • AI Wardrobe Insights and Style Identity App
  • Aralia – AI Image and Chat Social App

How we work

  1. 01 Use cases and systems
  2. 02 Design
  3. 03 Build
  4. 04 Secure
  5. 05 Client testing
  6. 06 Deploy and maintain
  1. 01

    Use cases and systems

    We list the tasks people want AI to do and the systems and data those tasks need.

    You receive Tool list and access model

  2. 02

    Design

    We define tools, resources and permissions, and choose hosting and authentication.

    You receive MCP server specification

  3. 03

    Build

    We build the server, connect your systems and write tests for every tool.

    You receive Working MCP server

  4. 04

    Secure

    We add OAuth, permissions, rate limits and logging, and run a security review including prompt-injection tests.

    You receive Security review and fixes

  5. 05

    Client testing

    We test with the AI clients your teams use and tune tool descriptions for reliable use.

    You receive Compatibility report

  6. 06

    Deploy and maintain

    The server goes live with monitoring, and we keep it current as the MCP specification changes.

    You receive Production server and runbook

Tech stack

Technologies we use

AI and machine learning

  • Model Context Protocol (MCP)
  • MCP TypeScript SDK
  • MCP Python SDK
  • MCP Inspector
  • Claude
  • Copilot Studio
  • GitHub Copilot
  • OpenAI Agents SDK
  • LangGraph
  • Langfuse

Databases

  • PostgreSQL
  • Redis

Backend and APIs

  • Node.js
  • FastAPI

Languages

  • TypeScript
  • Python

Cloud and DevOps

  • Cloudflare Workers
  • AWS Lambda
  • Docker
  • Kubernetes
  • Azure API Management

Other tools

  • FastMCP
  • Streamable HTTP
  • OAuth 2.1
  • ChatGPT
  • VS Code
  • Cursor
  • Microsoft Entra ID
  • Okta
  • Auth0
  • Keycloak
  • Kong
  • OpenTelemetry

Next step

Need agents to use these tools?

MCP servers are the connectors. AI agents are what use them to complete multi-step work.

See AI agent development →

Questions, answered

  • It depends on how many systems and tools the server exposes, the authentication model, whether it runs locally or as a hosted multi-user service, and the security review needed. As a guide, an MCP server for one system usually costs $5,000 to $15,000, and a set of production servers with OAuth, a gateway and monitoring $20,000 to $60,000 or more (USD).

  • A small service that describes your tools and data in the Model Context Protocol format, so any MCP-compatible AI assistant or agent can discover and use them. Think of it as an API designed for AI clients.

  • Claude, ChatGPT, Microsoft Copilot Studio, GitHub Copilot in VS Code, Cursor and many agent frameworks, including the OpenAI Agents SDK, LangGraph and Microsoft Agent Framework. Support keeps growing, which is why one MCP server is worth more than several custom integrations.

  • It can be, with the right controls. Users sign in through your identity provider, the server only exposes the tools you choose, write actions can require confirmation, every call is logged, and we test for prompt injection and tool misuse before launch.

  • Your API is the starting point. The MCP server sits in front of it with tools shaped for AI use: fewer, task-focused operations with clear descriptions and summarized results, plus the authorization flow AI clients expect.

  • Local servers run on a user's machine and suit developer tools. Remote servers run in the cloud over Streamable HTTP with OAuth, and suit teams and customers. Most business use cases need a remote server.

  • Yes. Many software companies now offer an MCP server so their customers can use the product from Claude, ChatGPT or Copilot. We build it with per-customer authorization and rate limits.

  • We track spec and SDK releases, version your server and update it so existing clients keep working. Maintenance can be part of a support plan.

  • A single-system MCP server usually takes 1 to 3 weeks. A hosted set of servers with OAuth, gateway and monitoring typically takes 4 to 8 weeks.

  • Book a call, and we talk through the goal, the systems involved and any constraints under NDA. You then get a short written proposal with scope, timeline and estimate. We need the systems or APIs to expose, the actions users expect the AI to take, and your identity provider details. A first server with a few tools is typically ready for testing within two weeks.

  • You own the code and can publish it internally or publicly. After launch we track usage and errors, update the server as the MCP specification and client apps change, and offer a support agreement with agreed response times.

Still have a question?

Talk to an engineer

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