GraphQL MCP Server

by ctkadvisors
Verified
# Security Considerations for Lambda-MCP This document outlines key security considerations for the Lambda-MCP implementation, including lessons learned from analyzing similar projects like [MCP2Lambda](https://github.com/danilop/MCP2Lambda). ## Potential Security Risks ### 1. Function Execution Controls **Risk**: Allowing LLMs to execute arbitrary Lambda functions could lead to unintended access and actions. **Mitigation**: - Each Lambda-MCP server should handle one specific API/service, reducing the attack surface - Do not implement a generic Lambda invoker like MCP2Lambda does - Implement input validation for all parameters passed to underlying services ### 2. Parameter Validation **Risk**: Without proper validation, parameters passed to underlying services could be used for injection attacks. **Mitigation**: - Implement strict validation of all input parameters - Use type checking and schema validation - Sanitize inputs before passing to external services - Consider using AWS WAF for API Gateway endpoints ### 3. Authentication and Authorization **Risk**: Unauthorized access to the Lambda-MCP server could lead to data exposure. **Mitigation**: - Implement robust authentication for API Gateway endpoints - Use JWT tokens or API keys for authentication - Consider implementing CORS policies - Utilize AWS IAM for precise permission controls ### 4. Data Exposure **Risk**: Returning excessive information could lead to data leakage. **Mitigation**: - Only return necessary information to the MCP client - Implement response filtering - Log sensitive operations - Consider implementing data redaction for sensitive information ## Secure Implementation Patterns ### 1. Principle of Least Privilege Each Lambda-MCP server should have the minimum permissions necessary to perform its intended function. For example: - A GraphQL MCP server should only have permissions to access the specific GraphQL endpoint - An Elasticsearch MCP server should only have permissions to perform authorized searches ### 2. Input/Output Sanitization - Always validate and sanitize inputs before processing - Filter outputs to prevent information leakage - Use JSON schema validation for structured inputs ### 3. Single-Purpose Design Our approach of building separate, focused MCP servers (rather than a generic Lambda invoker) provides inherent security benefits: - Reduced attack surface for each server - Easier to reason about security implications - More appropriate permission scoping ### 4. Defense in Depth - Implement multiple layers of security controls - Add rate limiting to prevent abuse - Set up monitoring and alerting for suspicious activity - Consider implementing circuit breakers for failing services ## Security Testing Before deploying Lambda-MCP servers to production, consider: - Conducting security testing of the implementation - Performing prompt injection testing to see if LLMs can be tricked into malicious actions - Testing rate limiting and access controls - Reviewing IAM permissions for over-privileged roles