faa5672f84
- Updated pyproject.toml to use latest versions of boto3, botocore, awscli, and agentcore packages - Merged main branch changes with conflict resolution - Restructured README.md to follow template format with overview, prerequisites, setup, and execution sections - Created detailed documentation structure in docs/ folder with specialized content files - Updated package dependencies to use version constraints instead of local wheel files - Removed production-specific language and focused on demo/sample implementation - Added comprehensive documentation covering agents, configuration, deployment, and development
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Specialized Agents
Kubernetes Infrastructure Agent
Handles container orchestration and cluster operations. This agent investigates issues across pods, deployments, services, and nodes by examining cluster state, analyzing pod health, resource utilization, and recent events.
Capabilities:
- Check pod status across namespaces
- Examine deployment configurations and rollout history
- Investigate cluster events for anomalies
- Analyze resource usage patterns
- Monitor node health and capacity
Application Logs Agent
Processes log data to find relevant information. This agent understands log patterns, identifies anomalies, and correlates events across multiple services.
Capabilities:
- Full-text search with regex support
- Error log aggregation and categorization
- Pattern detection for recurring issues
- Time-based correlation of events
- Statistical analysis of log volumes
Performance Metrics Agent
Monitors system metrics and identifies performance issues. This agent understands relationships between different metrics and provides both real-time analysis and historical trending.
Capabilities:
- Application performance metrics (response times, throughput)
- Error rate analysis with thresholding
- Resource utilization metrics (CPU, memory, disk)
- Availability and uptime monitoring
- Trend analysis for capacity planning
Operational Runbooks Agent
Provides access to documented procedures, troubleshooting guides, and best practices. This agent helps standardize incident response by retrieving relevant procedures based on the current situation.
Capabilities:
- Incident-specific playbooks for common scenarios
- Detailed troubleshooting guides with step-by-step instructions
- Escalation procedures with contact information
- Common resolution patterns for known issues
- Best practices for system operations