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optimized TB-MCP server with intelligent NS management and optimized API policies#2068

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cb-github-robot merged 1 commit intocloud-barista:mainfrom
seokho-son:main
Aug 3, 2025
Merged

optimized TB-MCP server with intelligent NS management and optimized API policies#2068
cb-github-robot merged 1 commit intocloud-barista:mainfrom
seokho-son:main

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Major Features Added:
• Smart namespace management with automatic validation and creation • Intelligent image selection with metadata analysis (no hardcoded patterns) • Spec-first workflow for optimal CSP/region selection • Advanced MCI creation functions with comprehensive error handling

New MCP Tools:
• check_and_prepare_namespace(): Intelligent namespace guidance • validate_namespace(): Namespace existence validation • create_namespace_with_validation(): Safe namespace creation • select_best_image(): Smart image selection with detailed reasoning • select_best_image_with_context(): Context-aware image selection for specific use cases • create_mci_with_namespace_management(): MCI creation with auto namespace handling • create_mci_with_spec_first(): Advanced spec-first workflow (RECOMMENDED) • get_mci_associated_resources(): Get all resources used by MCI • check_resource_exists(): Validate resources before use

API Optimization:
• install_mon_agent policy: Only include parameter when explicitly set to 'yes' • Reduced API overhead by omitting default 'no' values • Conditional parameter inclusion for better performance

Intelligent Image Selection:
• Priority 1: Images with isBasicImage: true (highest priority) • Priority 2: Smart metadata analysis for general OS detection • Scoring system: Standard OS (+10), Official/Basic (+5), Specialized software (-3) • Detailed selection reasoning with analysis explanations

Enhanced Error Handling:
• Comprehensive validation before API calls
• Detailed error messages with actionable suggestions • Fallback mechanisms with clear reasoning
• Namespace guidance for failed operations

Workflow Improvements:
• Spec-first approach: VM specs determine CSP/region, then find compatible images • Automated namespace management eliminates common creation failures • Smart prompts with updated workflow examples
• Better integration between search_images() and recommend_vm_spec()

User Experience:
• Reduced complexity for common MCI creation scenarios • Clear workflow guidance with practical examples
• Intelligent defaults with override capabilities
• Comprehensive result objects with detailed metadata

This update significantly improves the MCP server's usability and reliability, providing intelligent automation while maintaining flexibility for advanced users.

… optimized API policies

Major Features Added:
• Smart namespace management with automatic validation and creation
• Intelligent image selection with metadata analysis (no hardcoded patterns)
• Spec-first workflow for optimal CSP/region selection
• Advanced MCI creation functions with comprehensive error handling

New MCP Tools:
• check_and_prepare_namespace(): Intelligent namespace guidance
• validate_namespace(): Namespace existence validation
• create_namespace_with_validation(): Safe namespace creation
• select_best_image(): Smart image selection with detailed reasoning
• select_best_image_with_context(): Context-aware image selection for specific use cases
• create_mci_with_namespace_management(): MCI creation with auto namespace handling
• create_mci_with_spec_first(): Advanced spec-first workflow (RECOMMENDED)
• get_mci_associated_resources(): Get all resources used by MCI
• check_resource_exists(): Validate resources before use

API Optimization:
• install_mon_agent policy: Only include parameter when explicitly set to 'yes'
• Reduced API overhead by omitting default 'no' values
• Conditional parameter inclusion for better performance

Intelligent Image Selection:
• Priority 1: Images with isBasicImage: true (highest priority)
• Priority 2: Smart metadata analysis for general OS detection
• Scoring system: Standard OS (+10), Official/Basic (+5), Specialized software (-3)
• Detailed selection reasoning with analysis explanations

Enhanced Error Handling:
• Comprehensive validation before API calls
• Detailed error messages with actionable suggestions
• Fallback mechanisms with clear reasoning
• Namespace guidance for failed operations

Workflow Improvements:
• Spec-first approach: VM specs determine CSP/region, then find compatible images
• Automated namespace management eliminates common creation failures
• Smart prompts with updated workflow examples
• Better integration between search_images() and recommend_vm_spec()

User Experience:
• Reduced complexity for common MCI creation scenarios
• Clear workflow guidance with practical examples
• Intelligent defaults with override capabilities
• Comprehensive result objects with detailed metadata

This update significantly improves the MCP server's usability and reliability,
providing intelligent automation while maintaining flexibility for advanced users.
@seokho-son seokho-son requested a review from yunkon-kim as a code owner August 3, 2025 07:18
@seokho-son
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/approve

@github-actions github-actions bot added the approved This PR is approved and will be merged soon. label Aug 3, 2025
@cb-github-robot cb-github-robot merged commit 167088c into cloud-barista:main Aug 3, 2025
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