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Advanced Guides

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