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Analyzes OpenShift bare metal installation failures in Prow CI jobs using dev-scripts artifacts for debugging Metal3/Ironic provisioning and setup issues.

Step-by-step guide for creating Jira epics with proper scope definition and parent issue linking to streamline project management.

Generates Mermaid-formatted network topology diagrams for OVN-Kubernetes, visualizing logical switches, routers, and port details including IP/MAC addresses.

Generates detailed documentation by recursively analyzing Jira features and structuring output into comprehensive guides.

Analyzes Git blame data to suggest appropriate reviewers based on recent code contributions.

Analyzes test code structure to provide coverage insights, helping developers identify untested code paths.

Deploys HyperShift clusters on AWS with STS credentials, IAM roles, and VPC configuration for secure OpenShift environments.

Analyzes LVMS must-gather data to diagnose and troubleshoot storage infrastructure issues.

Extracts and decompresses must-gather archives from Prow CI artifacts, generating an interactive HTML file browser with filtering capabilities.

Analyzes Open vSwitch network data extracted from sosreport system diagnostics for infrastructure troubleshooting.

Provides standardized Jira issue conventions for the CNTRLPLANE project, enabling consistent tracking and management by OpenShift development teams.

Analyzes sosreport archives to extract and diagnose system resource usage including memory, CPU, disk, and processes for performance and capacity issues.

Provides a structured guide for creating effective Jira bug reports, ensuring clarity and completeness in issue tracking.

Fetches and analyzes component health regressions across OpenShift releases to identify performance issues in software components.

Enforces HyperShift team-specific Jira conventions for component selection and project management workflows.

Retrieves OAuth tokens from the correct OpenShift cluster context in multi-cluster setups, enabling seamless cluster authentication.

Generates optimized Kubernetes node configuration manifests and evaluates performance snapshots for cluster tuning.

Grades component health using regression triage metrics for OpenShift releases, enabling data-driven triage decisions.

Analyzes OpenShift must-gather data to diagnose cluster health, operator status, pod issues, and network components.

Provides step-by-step instructions for creating Feature Requests in Jira within the RFE project.

Provides expert assistance for iOS development tasks using Swift, UIKit, SwiftUI, and Xcode.

Converts A2UI JSON into native Castella widgets, handling message parsing, actions, progressive rendering, and data binding for agent interactions.

Framework for creating cross-platform UIs (desktop, web, terminal) using components, reactive state, and theming systems.

Enables AI agents to introspect and control Castella UIs via MCP, including server creation, resource exposure, and tool handling.