MCP Examples
The true power of MCP becomes visible when external tools are combined with:
- Agents
- AI Flows
- Knowledge & RAG
- Human Approvals
- Observability
This section demonstrates common enterprise patterns for building production-ready AI systems with Karyam.
Example 1 — GitHub Engineering Assistant
Section titled “Example 1 — GitHub Engineering Assistant”Problem
Section titled “Problem”Engineering teams spend significant time performing repetitive repository operations:
- Creating issues
- Reviewing pull requests
- Searching repositories
- Checking CI pipelines
Architecture
Section titled “Architecture”Developer Request ↓AI Agent ↓GitHub MCP Server ↓GitHub API ↓Repository ActionExample Request
Section titled “Example Request”Create a GitHub issue for the VPN renewal bug and assign it to the platform team.The agent can:
- Create issues
- Assign owners
- Apply labels
- Set priorities
Example Workflow
Section titled “Example Workflow”Developer Request ↓Create Issue Tool ↓Issue Created ↓Notify TeamExample 2 — IT Support Assistant
Section titled “Example 2 — IT Support Assistant”Problem
Section titled “Problem”IT teams spend time handling repetitive support requests.
Examples include:
- VPN access
- Password resets
- Access requests
- Software installation requests
Architecture
Section titled “Architecture”Employee Request ↓AI Agent ↓Vector Search ↓HR MCP Server ↓Approval Flow ↓Ticket CreationExample Request
Section titled “Example Request”My VPN access expired. Can you restore it?The AI system can:
- Retrieve company policy
- Verify employee eligibility
- Request approval
- Create tickets
- Notify the employee
Example Workflow
Section titled “Example Workflow”Request Received ↓Retrieve Policy ↓Check Employee Status ↓Approval Required? ↙ ↘ Yes No ↓ ↓Manager Create TicketApprovalExample 3 — DevOps Incident Assistant
Section titled “Example 3 — DevOps Incident Assistant”Problem
Section titled “Problem”Incident response often requires multiple systems and manual coordination.
Architecture
Section titled “Architecture”Production Alert ↓AI Agent ↓Prometheus Skill ↓GitHub MCP ↓Google ChatExample Request
Section titled “Example Request”Investigate API latency spikes in production.The AI system can:
- Query Prometheus metrics
- Analyze failures
- Create incident tickets
- Notify teams
- Generate summaries
Example Workflow
Section titled “Example Workflow”Alert Triggered ↓Fetch Metrics ↓Analyze Incident ↓Create Ticket ↓Notify TeamExample 4 — HR Assistant
Section titled “Example 4 — HR Assistant”Problem
Section titled “Problem”Employees frequently ask HR-related questions.
Examples:
- Leave balances
- Policies
- Reporting structure
- Benefits
Architecture
Section titled “Architecture”Employee Request ↓AI Agent ↓Vector Search ↓HR MCP Server ↓ResponseExample Request
Section titled “Example Request”How many annual leaves do I have remaining?The AI system can:
- Retrieve policies
- Query HR systems
- Verify eligibility
- Generate responses
Example 5 — Finance Operations Assistant
Section titled “Example 5 — Finance Operations Assistant”Problem
Section titled “Problem”Finance teams often need information spread across multiple systems.
Architecture
Section titled “Architecture”Finance Request ↓AI Agent ↓ERP MCP Server ↓Approval WorkflowExample Request
Section titled “Example Request”Approve purchase order PO-1042 for ₹50,000.The AI system can:
- Retrieve purchase details
- Validate budgets
- Trigger approvals
- Record decisions
Example Workflow
Section titled “Example Workflow”Purchase Request ↓Validate Budget ↓Approval Required ↓Finance Approval ↓Update ERPExample 6 — Security Assistant
Section titled “Example 6 — Security Assistant”Problem
Section titled “Problem”Security teams must react quickly to vulnerabilities and incidents.
Architecture
Section titled “Architecture”Security Alert ↓AI Agent ↓OSV Database ↓GitHub MCP ↓Approval WorkflowExample Request
Section titled “Example Request”Are any of our repositories affected by this vulnerability?The AI system can:
- Query OSV
- Search repositories
- Identify affected projects
- Create remediation tasks
Example 7 — Customer Support Assistant
Section titled “Example 7 — Customer Support Assistant”Problem
Section titled “Problem”Support teams spend time switching between systems.
Architecture
Section titled “Architecture”Customer Query ↓AI Agent ↓CRM MCP Server ↓Knowledge Retrieval ↓ResponseExample Request
Section titled “Example Request”What is the status of customer ACME Corp's subscription renewal?The AI system can:
- Query CRM data
- Retrieve contract information
- Generate customer responses
Example 8 — Change Management Assistant
Section titled “Example 8 — Change Management Assistant”Problem
Section titled “Problem”Infrastructure changes often require governance and approvals.
Architecture
Section titled “Architecture”Change Request ↓AI Agent ↓SSH Skill ↓Approval Required ↓Human Approval ↓Execute ChangeExample Request
Section titled “Example Request”Restart the production payment service.The AI system can:
- Verify permissions
- Request approval
- Execute commands
- Record audit logs
The Real Power of MCP
Section titled “The Real Power of MCP”MCP is not just about connecting tools.
It is about combining:
Knowledge +Agents +Skills +MCP Servers +Flows +Approvals +Observability ↓Production AI SystemsBuild Your Own Systems
Section titled “Build Your Own Systems”The examples above are only starting points.
Organizations use MCP to connect:
- Internal APIs
- ERP systems
- HR platforms
- Development tools
- Monitoring systems
- Proprietary applications
The possibilities grow with your business.
Learn More
Section titled “Learn More”Want to learn more about the Model Context Protocol?
Visit the official MCP website:
🌐 https://modelcontextprotocol.io/