MiloCreditPlatform/loanpro-mcp-server

LoanPro MCP Server

A Model Context Protocol (MCP) server that exposes read-only access to LoanPro data via multiple transport protocols: HTTP, Server-Sent Events (SSE), and stdio.

Features

• Multiple Transport Protocols: HTTP, SSE, and stdio support
• Read-only LoanPro Integration: Secure access to loan and customer data
• Comprehensive Financial Data: Balances, payments, status, and payment history
• Modular Architecture: Clean separation of concerns with dedicated packages
• MCP-Compliant: Full Model Context Protocol implementation
• Built with Go: High performance and reliability
• CORS Support: Cross-origin requests for web integration

Architecture

The server is organized into modular packages for maintainability:

├── main.go              # Application entry point and transport configuration
├── loanpro/            # LoanPro API integration
│   ├── client.go       # HTTP client implementation
│   ├── types.go        # Data structures and utilities
│   ├── loans.go        # Loan operations
│   ├── customers.go    # Customer operations
│   └── payments.go     # Payment operations
├── tools/              # MCP tool implementations
│   ├── manager.go      # Tool management and execution
│   ├── types.go        # Tool interfaces and types
│   └── *.go           # Individual tool implementations
└── transport/          # Communication protocols
    ├── http.go         # Streamable HTTP transport
    ├── sse.go          # Server-Sent Events transport
    ├── stdio.go        # Stdio transport for MCP clients
    └── types.go        # Protocol types and interfaces

Setup

1. Clone the repository
2. Copy .env.example to .env and configure your LoanPro API credentials:

   cp .env.example .env
   

3. Edit .env with your LoanPro API details:

   LOANPRO_API_URL=https://your-loanpro-instance.com/api
   LOANPRO_API_KEY=your_api_key_here
   LOANPRO_TENANT_ID=your_tenant_id_here
   PORT=8080
   
   # Logging configuration (optional)
   LOG_LEVEL=INFO
   LOG_FORMAT=TEXT
   

Running

HTTP Transport (Default)

# Default HTTP transport
go run .
# or explicitly
go run . --transport=http

The server will provide the following endpoints:

• POST /mcp - MCP requests
• GET / - Server information
• GET /health - Health check

SSE Transport (for web browsers)

go run . --transport=sse

Stdio Transport (for MCP clients like Claude Desktop)

go run . --transport=stdio
# or using the legacy flag
go run . --stdio

Transport Comparison

Available Tools

get_loan

Retrieve comprehensive loan information by ID including balances, payment schedules, and customer details.

Parameters:

• loan_id (required): The loan ID to retrieve

Returns: Complete loan details with principal balance, payoff amount, next payment info, days past due, status, and customer information.

search_loans

Search for loans with filters and search terms.

Parameters:

• search_term (optional): Search term to match against customer name, display ID, or title
• status (optional): Filter by loan status
• limit (optional): Maximum number of results (default: 10)

Returns: List of matching loans with basic information and financial data.

get_customer

Retrieve customer information by ID.

Parameters:

• customer_id (required): The customer ID to retrieve

Returns: Customer details including name, email, phone, and creation date.

search_customers

Search for customers with a search term.

Parameters:

• search_term (optional): Search term to match against customer names, email, or SSN
• limit (optional): Maximum number of results (default: 10)

Returns: List of matching customers with contact information.

get_loan_payments

Get payment history for a loan.

Parameters:

• loan_id (required): The loan ID to get payment history for

Returns: Chronological list of payments made on the loan with dates and amounts.

Usage Examples

HTTP Transport

# Get server info
curl http://localhost:8080/

# Health check
curl http://localhost:8080/health

# List available tools
curl -X POST http://localhost:8080/mcp \
  -H "Content-Type: application/json" \
  -d '{"jsonrpc":"2.0","method":"tools/list","id":1}'

# Get loan details
curl -X POST http://localhost:8080/mcp \
  -H "Content-Type: application/json" \
  -d '{"jsonrpc":"2.0","method":"tools/call","params":{"name":"get_loan","arguments":{"loan_id":"123"}},"id":2}'

MCP Client Configuration (Claude Desktop)

For compiled binary:

{
  "mcpServers": {
    "loanpro": {
      "command": "/path/to/loanpro-mcp-server",
      "args": ["--transport=stdio"],
      "env": {
        "LOANPRO_API_URL": "https://your-loanpro-instance.com/api",
        "LOANPRO_API_KEY": "your_api_key",
        "LOANPRO_TENANT_ID": "your_tenant_id"
      }
    }
  }
}

For Go source:

{
  "mcpServers": {
    "loanpro": {
      "command": "go",
      "args": ["run", ".", "--transport=stdio"],
      "cwd": "/path/to/loanpro-mcp-server",
      "env": {
        "LOANPRO_API_URL": "https://your-loanpro-instance.com/api",
        "LOANPRO_API_KEY": "your_api_key",
        "LOANPRO_TENANT_ID": "your_tenant_id"
      }
    }
  }
}

SSE Transport

Start the server with SSE transport:

go run . --transport=sse

Connect to the SSE endpoint:

http://localhost:8080/sse

Building

To build a standalone binary:

go build -o loanpro-mcp-server .

Testing

Running Tests

Using the provided Makefile:

make test                # Run tests
make test-verbose        # Run tests with verbose output  
make test-coverage       # Run tests with coverage report

Or directly with Go:

go test ./... -race -coverprofile=coverage.out -covermode=atomic
go test ./... -v
go test ./tools -v       # Test specific package

Test Coverage

Generate and view coverage report:

make test-coverage       # Generates coverage.out and coverage.html
open coverage.html       # View in browser

# Or manually:
go test ./... -coverprofile=coverage.out
go tool cover -html=coverage.out -o coverage.html

Continuous Integration

The project includes GitHub Actions workflows that automatically:

• Run tests across multiple Go versions (1.22.x, 1.23.x, 1.24.x)
• Build and test the binary

Test Structure

• tools/ - Unit tests for MCP tool implementations with mock LoanPro client
• transport/ - Unit tests for HTTP, SSE, and stdio transports with mock handlers
• loanpro/ - Unit tests for data types, date parsing, and loan methods
• main_test.go - Integration tests for server initialization and MCP protocol handling

Mocking

Tests use mock implementations to avoid external dependencies:

• MockLoanProClient - Simulates LoanPro API responses
• MockMCPHandler - Simulates MCP protocol handling
• Interface-based design enables easy testing and dependency injection

Development

Available Make Targets

make help            # Show all available targets
make build           # Build the binary
make test            # Run tests
make test-coverage   # Run tests with coverage
make lint            # Run linter  
make fmt             # Format code
make clean           # Clean build artifacts
make ci              # Run full CI pipeline

Prerequisites

• Go 1.21 or later
• Optional: golangci-lint for linting
• Optional: gosec for security scanning

Development Workflow

1. Make changes to the code
2. Run tests: make test
3. Format code: make fmt
4. Run linter: make lint
5. Build binary: make build
6. Test manually: ./loanpro-mcp-server --help

Example Responses

Loan Details

Loan Details:
ID: 123
Display ID: LN00000456
Status: Open
Customer: John Doe
Balance: $240000.00

Search Results

Loans:
- ID: 123, Display ID: LN00000456, Customer: John Doe, Status: Open, Balance: $240000.00
- ID: 124, Display ID: LN00000457, Customer: Jane Smith, Status: Active, Balance: $185000.00

Customer Information

Customer Details:
ID: 456
Name: John Doe
Email: john.doe@example.com
Phone: (555) 123-4567
Created: 2024-01-15 10:30:22 UTC

Logging Configuration

The server supports configurable logging via environment variables:

Log Levels

Set the LOG_LEVEL environment variable to control logging verbosity:

• DEBUG: Detailed debugging information including request/response data
• INFO: General operational messages (default)
• WARN/WARNING: Warning messages
• ERROR: Error messages only

Log Formats

Set the LOG_FORMAT environment variable to control output format:

• TEXT: Human-readable text format (default)
• JSON: Structured JSON format for log aggregation

Examples

# Debug level with text format
LOG_LEVEL=DEBUG ./loanpro-mcp-server --transport=stdio

# Info level with JSON format  
LOG_LEVEL=INFO LOG_FORMAT=JSON ./loanpro-mcp-server --transport=http

# Error level only
LOG_LEVEL=ERROR ./loanpro-mcp-server --transport=sse

Sample Output

Text Format (Default):

time=2025-06-11T13:04:35.886-04:00 level=INFO msg="Starting MCP server" transport=http port=8080
time=2025-06-11T13:04:35.887-04:00 level=DEBUG msg="Processing HTTP request" method=tools/list id=1

JSON Format:

{"time":"2025-06-11T13:04:35.886-04:00","level":"INFO","msg":"Starting MCP server","transport":"http","port":"8080"}
{"time":"2025-06-11T13:04:35.887-04:00","level":"DEBUG","msg":"Processing HTTP request","method":"tools/list","id":1}

Technical Details

• JSON-RPC 2.0 Compliance: Full MCP protocol implementation
• Structured Logging: Configurable log levels and formats using Go's slog
• Error Handling: Comprehensive error logging to stderr with context
• Date Parsing: Supports LoanPro Unix timestamp format (/Date(1427829732)/)
• Flexible Data Mapping: Handles different API response formats
• CORS Support: Cross-origin requests enabled for web integration
• Modular Design: Clean separation between transport, tools, and API layers

License

MIT License - see LICENSE file for details.