Qdrant RAG MCP Server

# GitHub MCP Tools Execution Flow ## Example: `github_list_repositories()` call ``` 1. User calls: github_list_repositories(owner="octocat") ↓ 2. @github_operation decorator intercepts the call ↓ 3. Decorator calls validate_github_prerequisites() ↓ 4. validate_github_prerequisites() calls _create_github_instances() ↓ 5. _create_github_instances() returns (github_client, issue_analyzer, ...) ↓ 6. Decorator stores instances in _github_instances context variable ↓ 7. Decorator executes the original function ↓ 8. Inside github_list_repositories(): - Calls get_github_instances() [from decorator module] - Retrieves instances from context variable - Uses github_client to list repositories ↓ 9. Decorator cleans up context (_github_instances = None) ↓ 10. Result returned to user ``` ## Key Points - `_create_github_instances()` is called ONCE per operation by the decorator - The decorator stores instances in a context variable - The decorated function retrieves instances from context using `get_github_instances()` - This ensures all GitHub operations have consistent error handling and logging