[WIP] Enhance custom Copilot agent with real-time monitoring and recommendations

[Copilot]

Thanks for asking me to work on this. I will get started on it and keep this PR's description up to date as I form a plan and make progress.

Original prompt

Overview

Enhance the custom Copilot agent configuration with live updates, real-time monitoring, and dynamic recommendations for the OnChain Test Kit repository. This agent will provide enterprise-grade guidance with continuous learning and adaptive patterns based on repository activity.

Purpose

The enhanced custom agent will serve as an intelligent, adaptive assistant that:

• Provides real-time monitoring and live insights
• Delivers dynamic recommendations based on current codebase state
• Tracks performance metrics and deployment health
• Offers proactive optimization suggestions
• Integrates with monitoring and observability tools
• Provides actionable alerts and recommendations
• Learns from repository patterns and commit history

Live Updates & Real-Time Features

1. Real-Time Monitoring Integration

• Health checks and system status dashboards
• Live performance metrics (response time, throughput, latency)
• Container/pod status monitoring
• Database replication lag tracking
• Blockchain node sync status
• Network connectivity monitoring

2. Dynamic Recommendations

• Auto-detect performance bottlenecks
• Identify unused dependencies
• Suggest refactoring opportunities based on code churn
• Flag security vulnerabilities as they emerge
• Recommend scaling based on traffic patterns
• Alert on abnormal error rates

3. Continuous Integration & Deployment Monitoring

• Build pipeline status and performance trends
• Test coverage tracking with historical comparison
• Deployment health metrics
• Rollback triggers and incident alerts
• Performance regression detection
• Resource utilization trends

4. Observability & Telemetry

• Live log streaming and aggregation
• Distributed tracing visualization
• Metrics collection (Prometheus, StatsD)
• APM integration (New Relic, Datadog, Honeycomb)
• Custom event tracking
• Anomaly detection algorithms

5. Smart Alerting & Recommendations

• Threshold-based alerts with context
• Predictive alerts based on trending patterns
• Correlation analysis for root cause identification
• Auto-remediation suggestions
• On-call escalation recommendations
• SLO/SLI violation alerts

6. Repository Analytics

• Commit frequency and contributor tracking
• Code review metrics and turnaround times
• Issue resolution velocity
• Technical debt metrics
• Dependency update recommendations
• Security patch prioritization

7. Blockchain-Specific Live Updates

• Contract deployment status and gas costs
• Transaction confirmation times
• Network congestion metrics
• Gas price tracking and recommendations
• Smart contract event monitoring
• Multi-chain sync status

8. Performance Analytics Dashboard

• Real-time resource utilization (CPU, Memory, Disk)
• Network bandwidth usage
• Database query performance
• Cache hit rates
• API endpoint performance
• Error rate trends

9. Proactive Recommendations

• Identify performance degradation before it impacts users
• Suggest infrastructure scaling opportunities
• Recommend dependency updates and security patches
• Identify code quality improvements
• Suggest architectural optimizations
• Flag potential security risks

10. Integration Points

• GitHub Actions workflow status
• Docker Hub image scanning results
• Dependabot security alerts
• CodeQL analysis results
• Performance testing results
• Uptime monitoring services
• APM services (New Relic, Datadog, etc.)
• Incident management (PagerDuty, OpsGenie)
• Slack/Teams integration for notifications

Configuration Details

The enhanced .github/agents/my-agent.agent.md file will include:

1. Live Monitoring Guidance - Setting up observability tools
2. Real-Time Alert Rules - Intelligent threshold configuration
3. Dynamic Recommendation Engine - Pattern-based suggestions
4. Performance Optimization - Continuous profiling & tuning
5. Security Monitoring - Vulnerability detection & alerts
6. Incident Response - Automated playbooks & escalation
7. Trend Analysis - Historical pattern recognition
8. Cost Optimization - Resource utilization recommendations
9. Blockchain Monitoring - Chain-specific metrics
10. Team Dashboards - Actionable team metrics

Expected Outcome

A fully enhanced custom agent that provides:

• ✅ Real-time insights and monitoring guidance
• ✅ Live performance metrics and alerts
• ✅ Dynamic recommendations based on current state
• ✅ Proactive optimization suggestions
• ✅ Integration with monitoring and observability platforms
• ✅ Blockchain-specific live updates
• ✅ Smart incident response automation
• ✅ Historical analytics and trend analysis

This pull request was created from Copilot chat.

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💡 You can make Copilot smarter by setting up custom instructions, customizing its development environment and configuring Model Context Protocol (MCP) servers. Learn more Copilot coding agent tips in the docs.

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Project	Deployment	Review	Updated (UTC)
https-github-com-joe10832-onchaintestkit	Error		Dec 31, 2025 4:31am
https-github-com-joe10832-onchaintestkit-k43t	Ready	Preview, Comment	Dec 31, 2025 4:31am
https-github-com-joe10832-onchaintestkit-sdea	Error		Dec 31, 2025 4:31am
https-github-com-joe10832-onchaintestkit-tuek	Canceled		Dec 31, 2025 4:31am
https-github-com-joe10832-onchaintestkit-z6dv	Error		Dec 31, 2025 4:31am