Understanding the Building Blocks: What Are MCP and ADK?
- Samuel Ventimiglia
- 19 minutes ago
- 7 min read
Before diving into the strategic implications, let's clarify what these acronyms stand for and their significance in the AI ecosystem.

Model Context Protocol (MCP): The Universal Translator for AI
Imagine a world where your AI models can seamlessly plug into any data source or application, much like a USB-C cable connects various devices. This is the vision behind the Model Context Protocol (MCP). Championed by AI safety and research company Anthropic, MCP is an open standard designed to standardise how AI models, particularly Large Language Models (LLMs), interact with external tools, databases, APIs, and other information sources.
Traditionally, connecting an LLM to a new data stream or enabling it to use a specific software tool required bespoke, often complex, integration work. MCP aims to eliminate this friction by providing a common language and framework. This allows AI models to:
Access real-time information: Go beyond their training data to retrieve current, relevant information.
Interact with tools: Execute actions like sending emails, querying databases, or interacting with other software.
Maintain context: Better understand and remember the flow of a conversation or a series of tasks.
Enhance security and control: Provide more granular permissions for AI access to data and tools.
For businesses, MCP paves the way for more powerful, context-aware, and versatile AI applications that can be developed and deployed more efficiently.
Agent Development Kit (ADK): The Toolkit for Building Intelligent AI Agents
If MCP is the universal connector, then an Agent Development Kit (ADK) is the workshop and toolkit for building the intelligent entities that use these connections. An AI agent is a software program that can perceive its environment, make decisions, and take autonomous actions to achieve specific goals. Google's open-source ADK is a prominent example, providing developers with a framework, libraries, and tools to create, manage, and scale sophisticated AI agents.
Key features and benefits of using an ADK include:
Simplified agent creation: Streamlines the development of AI agents with pre-built components and structures.
Orchestration of multiple agents: Enables the creation of complex systems where multiple specialised agents can collaborate.
Integration with various models and tools: Allows developers to choose the best LLMs (like Gemini) and connect to diverse tools (including those via MCP).
Support for complex workflows: Facilitates the design of agents that can handle multi-step reasoning, planning, and task execution.
Scalability and deployability: Helps in building agents that can be deployed reliably in various environments, from local testing to enterprise-scale cloud platforms.
ADKs empower developers to build more than just chatbots; they enable the creation of AI assistants that can perform complex tasks, automate processes, and provide proactive support.
How Heveloon Can Help You Leverage MCP for Smarter, Context-Aware Solutions
At Heveloon, we specialise in bespoke software development and cutting-edge AI and Machine Learning solutions. The advent of MCP aligns perfectly with our mission to deliver intelligent, efficient, and secure applications for our clients, particularly in data-sensitive sectors like healthcare and insurance.
Potential Applications for Heveloon's Clients:
Enhanced Customer Service Agents (Insurance & Healthcare):
MCP in Action: An AI-powered customer service agent for an insurance company could use MCP to securely access a policyholder's specific details from the CRM, retrieve real-time updates on a claim's status from a separate system, and consult a knowledge base of policy terms – all to provide a comprehensive and accurate response through a single interaction.
Heveloon's Role: We can design and integrate AI agents that leverage MCP to connect disparate data sources, enabling your customer service to be more responsive, personalised, and efficient.
Intelligent Clinical Decision Support (Healthcare):
MCP in Action: A clinical support tool could use MCP to access the latest medical research papers, cross-reference patient data (with appropriate permissions and anonymisation where required) from an Electronic Health Record (EHR) system, and check against current treatment guidelines, providing clinicians with well-rounded, evidence-based insights.
Heveloon's Role: Heveloon can develop secure and compliant AI tools that utilise MCP to provide healthcare professionals with richer contextual information, aiding in diagnosis and treatment planning while adhering to strict cybersecurity and privacy standards.
Automated Underwriting and Claims Processing (Insurance):
MCP in Action: An AI underwriting system could use MCP to gather information from various external sources (e.g., property databases, risk assessment tools) and internal policy administration systems to evaluate risk and propose policy terms more quickly and consistently. Similarly, in claims processing, MCP can enable an AI to access and verify information from multiple documents and systems simultaneously.
Heveloon's Role: We can build sophisticated automation solutions that employ MCP to streamline your underwriting and claims workflows, reducing manual effort, improving accuracy, and accelerating processing times.
Personalised Patient/Policyholder Portals (Healthcare & Insurance):
MCP in Action: Website portals for patients or policyholders could feature AI assistants. Using MCP, these assistants can securely fetch personalised information, such as upcoming appointments, policy renewal dates, or relevant preventative care advice, directly from backend systems.
Heveloon's Role: Heveloon can develop engaging and informative web portals with integrated AI capabilities, leveraging MCP for secure and dynamic data presentation.
Benefits of using MCP with Heveloon's Expertise:
Reduced Integration Complexity: Faster development and deployment of AI solutions.
Increased AI Capabilities: AI that can do more by accessing diverse, real-time information and tools.
Improved Data Governance: Better control over how AI accesses and uses sensitive data, crucial for healthcare and insurance.
Future-Proofing: Adopting an open standard prepares your systems for future AI advancements.
Building Proactive and Collaborative AI with ADKs and Heveloon
The Agent Development Kit provides the means to construct the AI "workforce" that can utilise the connectivity offered by MCP. Heveloon sees enormous potential in using ADKs to build specialised AI agents that can automate complex processes and collaborate to solve challenging problems for our clients.
Potential Applications for Heveloon's Clients:
AI-Powered Business Process Automation (BPA):
ADK in Action: Imagine a team of AI agents built using an ADK. One agent monitors incoming insurance claims, another extracts relevant data from submitted documents, a third verifies policy coverage, and a fourth flags suspicious claims for human review. The ADK would orchestrate this workflow.
Heveloon's Role: Heveloon can design and implement multi-agent BPA systems tailored to your specific operational needs, significantly improving efficiency and reducing errors in areas like claims management or patient onboarding.
Proactive System Monitoring and Cybersecurity (All Sectors):
ADK in Action: An AI agent could be developed to constantly monitor your IT infrastructure for anomalous activity. If a potential threat is detected, it could automatically trigger other agents to isolate the affected system, notify security personnel (as per Heveloon's cybersecurity services), and even initiate predefined remediation steps.
Heveloon's Role: We can build intelligent monitoring agents using ADKs that enhance your cybersecurity posture, providing early threat detection and automated response capabilities.
Personalised Healthcare Journey Management:
ADK in Action: A suite of AI agents could manage a patient's journey: an agent for appointment scheduling and reminders, another for medication adherence tracking (via connected devices), and a third providing personalised post-discharge care information and flagging concerns to care providers.
Heveloon's Role: Heveloon can create patient-centric AI solutions using ADKs to improve engagement, adherence, and outcomes, offering a more supportive and personalised healthcare experience.
Sophisticated Data Analysis and Reporting Agents:
ADK in Action: An AI agent could be tasked with regularly collecting data from various business systems (e.g., sales, operations, customer feedback), performing complex analyses, identifying trends or anomalies, and generating insightful reports for management.
Heveloon's Role: We can develop custom AI agents that automate data analysis and reporting, providing you with timely business intelligence to make informed decisions. This is a core component of our Cloud & DevOps offerings when it comes to data pipelines and analytics.
Benefits of using ADKs with Heveloon's Expertise:
Modular and Scalable AI Systems: Build complex capabilities by combining specialised agents.
Enhanced Automation: Automate not just simple tasks but entire multi-step processes.
Increased Developer Productivity: Leverage frameworks to build and deploy agents faster.
Customised Intelligence: Create AI agents specifically designed to meet your unique business challenges.
The Synergy: MCP + ADK = A New Frontier in AI
The true power emerges when MCP and ADK are used in concert. An ADK allows you to build highly capable AI agents, and MCP provides those agents with a standardised way to securely access the vast array of tools and data they need to function effectively.
Imagine an AI agent, built using an ADK, designed to assist insurance adjusters. Through MCP, this agent could:
Access real-time weather data for a claimed event location.
Pull up the specific clauses from the policy document stored in a content management system.
Review images of damage submitted by the policyholder via a file-sharing service.
Query a database of repair cost estimates.
Draft a preliminary claim assessment report.
This synergy enables the development of AI solutions that are not only intelligent but also deeply integrated into the fabric of your business operations and data ecosystems.
How Heveloon Can Be Your Partner in the MCP and ADK Journey
Navigating the complexities of new AI technologies like MCP and ADK requires expertise and a strategic approach. Heveloon is ideally positioned to help your business understand and implement these innovations:
Consultancy and Strategy: We can help you identify the most impactful use cases for MCP and ADK within your organisation, aligning with your business goals.
Bespoke Development: Our team of expert developers can design, build, and deploy custom AI agents and MCP-enabled applications tailored to your specific requirements in sectors like healthcare and insurance.
Integration Services: We can seamlessly integrate these new AI solutions with your existing legacy systems and cloud infrastructure. Heveloon has a strong track record of modernising existing software.
Focus on Security and Compliance: With deep expertise in cybersecurity, particularly for regulated industries, we ensure that your AI solutions are built with security and data privacy at their core.
Ongoing Support and Optimisation: We provide continued support to ensure your AI solutions deliver ongoing value and can adapt to future needs.
The Future is Intelligent and Connected
Model Context Protocol and Agent Development Kits represent significant steps towards a future where AI is more capable, adaptable, and seamlessly integrated into our digital lives and business processes. They offer the potential to unlock new levels of efficiency, create genuinely intelligent applications, and provide more personalised and proactive services.
For businesses looking to innovate and lead, particularly in complex fields like healthcare and insurance, understanding and adopting these technologies will be key.
Ready to explore how MCP and ADK can transform your business? Contact Heveloon today for a consultation. Let's build your intelligent future, together.
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