This loop iteratively identifies and adds missing monitoring coverage to your codebase by analyzing test coverage, identifying gaps, and implementing targeted monitoring solutions until the desired threshold is achieved.
Add missing monitoring
Run this loop in your preferred coding environment to automatically strengthen monitoring coverage across your application.
Start the Loop
Initiate the Monitoring Coverage Builder loop in your environment (e.g., Cursor, Claude Code).
Allow Autonomous Execution
Let the agent run the coverage audit, analyze results, and implement monitoring improvements.
Review Progress
At each iteration, review the coverage improvements and ensure they align with your project's monitoring goals.
Exit on Threshold
The loop will automatically exit once the monitoring coverage threshold is satisfied.
Run coverage audit command to assess current monitoring coverage
Execute 'coverage audit' to generate a report of uncovered monitoring paths, endpoints, or events.
Analyze coverage gaps
DevOps
Automatically detects and remediates security vulnerabilities in container images through iterative scanning and patching workflows.
DevOps
This loop enables continuous improvement of service reliability and uptime by leveraging Service Level Objective (SLO) reports to identify and address performance gaps.
DevOps
Automatically analyzes and reduces false positive alerts in your monitoring system by identifying noisy patterns and adjusting alert configurations. This agent examines alert metrics, detects recurring false positives, and modifies alert rules to improve signal-to-noise ratio without compromising critical system visibility.
Identify specific areas in the codebase lacking monitoring instrumentation based on the audit results.
Implement monitoring solutions
Add appropriate monitoring (logs, metrics, traces) to address the identified gaps in code and configuration.
Re-run coverage check
Execute the coverage audit again to verify the improvements made and measure progress toward threshold.
Evaluate exit condition
If the coverage threshold is met, exit the loop; otherwise, repeat steps 1-4 up to the maximum iterations.
Start the "Monitoring Coverage Builder" loop. Goal: Add missing monitoring Max iterations: 10 Between iterations run: coverage audit Exit when: Coverage threshold reached Begin by running the 'coverage audit' command to assess the current state of monitoring coverage in this codebase. Analyze the output to identify specific gaps in monitoring, then systematically add appropriate monitoring solutions (such as logging statements, metric collections, or trace instrumentation) to improve coverage. After each set of changes, re-run the coverage audit to measure progress. Continue this cycle until the defined coverage threshold is reached or the maximum number of iterations (10) is completed. Use the coverage audit script provided in the tools directory if available, otherwise create a simple Python script to measure monitoring coverage percentage. Self-pace this loop. After each iteration, run `coverage audit` and evaluate the output, and only continue if the exit condition is not met (Coverage threshold reached). Stop when the exit condition passes or 10 iterations are reached. Give a short status update each pass.
