Debugging skills

This skill guides hypothesis-driven debugging to identify root causes, reproduce failures, and verify minimal fixes with regression tests.

This skill helps you design robust behavioral tests by guiding what to test, using a self-test checklist, and selecting appropriate test doubles.

This skill helps you verify that your implemented model respects intended symmetries by providing tests and debugging guidance for equivariance.

This skill helps you empirically test symmetry hypotheses in your data or model, providing protocols and metrics to validate invariance and equivariance.

This skill traces code execution paths and data flow to reveal how a feature works, from inputs to outputs, with call graphs and boundaries.

This skill analyzes code changes to reveal impact, risks, and a migration checklist across backend, frontend, and tests.

This skill helps you review Rust firmware for safety-critical CAN, watchdogs, e-stop handling, and VESC integration to ensure robust BVR operation.

This skill automates end-to-end Muni deployments to rovers and depot, handling cross-compilation, config, services, and rollback procedures.

This skill reviews Rust depot services focusing on Axum, SQLx, WebSocket, and Docker patterns to improve reliability and integration.

This skill performs in-depth reviews of embedded Rust firmware for RP2350 and ESP32-S3, focusing on Embassy patterns, memory use, LED control, CAN, and SLCAN.

This skill performs focused frontend code reviews for the depot console, enhancing WebSocket teleop reliability, 3D rendering performance, and state-management

This skill extracts the Supabase project URL from client-side code and config to enable rapid testing and targeted security auditing.

This skill manages autonomous looping to complete tasks until criteria are met, optimizing iterations and safety checks for reliable delivery.

This skill enforces completion verification by running pre- and post-work checks, ensuring evidence-based claims before marking work as done.

This skill helps you architect R3F game projects by separating systems from views and guiding miniplex ECS usage for robust gameplay.

This skill renders floating damage numbers in 3D scenes using Html and CSS animations, highlighting critical hits for clear gameplay feedback.

This skill guides you through auditing and fixing a plugin skill file in one pass, delivering a verified, ready-to-report result.

This skill helps you debug, trace, and monitor DSPy programs in development and production with inspection, MLflow tracing, and custom callbacks.

This skill automates browser testing and UI validation for Playwright MCP, helping you verify accessibility, responsiveness, and reliable interactions in web

This skill helps you create a ribbon trail that follows weapon movement in React Three Fiber by using a ring buffer and gradient textures.

This skill helps you attach meshes to bones in a skinned mesh, enabling precise weapon placement and animated props.