Master advanced vibe-check features for production workflows, cost optimization, and multi-modal interactions.
Advanced vibe-check usage enables production-scale deployments with sophisticated features:
- MCP integration - Extend agent capabilities with external tools
- Cost optimization - Reduce expenses without sacrificing quality
- Storage management - Control disk usage and retention policies
- Multi-modal inputs - Leverage images, files, and mixed content
Integrate Model Context Protocol servers to enhance agent capabilities.
You’ll learn:
- Configuring MCP servers in agent definitions
- Available MCP tools and capabilities
- Managing server lifecycle
- Context management with MCP
Use cases:
- Database access for agents
- API integration without custom code
- File system operations
- External service integration
Key concepts:
- MCP server configuration
- Tool discovery and usage
- Context propagation
- Error handling
Reduce operational costs while maintaining output quality.
You’ll learn:
- Token reduction strategies
- Model selection optimization
- Prompt engineering for efficiency
- Caching strategies
Use cases:
- High-volume automation
- Budget-constrained projects
- Cost-sensitive benchmarking
- Production cost control
Key concepts:
- Token counting
- Model cost comparison
- Prompt compression
- Selective caching
Manage artifact storage and implement retention policies.
You’ll learn:
- Understanding RunBundle storage
- Configuring retention policies
- Manual cleanup strategies
- Disk usage monitoring
Use cases:
- CI/CD artifact management
- Long-running test suites
- Storage cost optimization
- Compliance requirements
Key concepts:
- 30-day default retention
- Bundle structure
- Cleanup triggers
- Storage location
Use text, images, and files effectively in agent prompts.
You’ll learn:
- Including images in prompts
- Attaching files for context
- Mixed content formatting
- File path handling
Use cases:
- Screenshot-based UI changes
- Diagram-to-code generation
- Design implementation
- Visual debugging
Key concepts:
- Image format support
- File attachment syntax
- Content-type handling
- Path resolution