Debugging Agent Skills

Guides Apex exception handling design: catching expected failures, bulk DML semantics, boundary-specific error translation, and logging once at the right layer.

Write efficient C code with proper memory management, pointer handling, and POSIX compliance, including debugging and testing guidance.

Provides expert-level guidance for Rust 1.75+ development, covering async programming, advanced type system features, performance optimization, and production-ready systems programming.

Provides patterns for robust error handling across TypeScript, Python, and Go, covering typed errors, error boundaries, retries, circuit breakers, and user-facing messages.

Debug Python code interactively with pdb and debugpy, covering local breakpoints, post-mortem analysis, and remote attachment to running processes.

Provides Git commands and workflows for commits, branches, rebases, merges, conflict resolution, history recovery, and team collaboration, with safety rules for force-pushing and destructive operations.

Provides a structured debugging workflow for diagnosing errors, test failures, and unexpected behavior, including root cause analysis and verification steps.

Delegates independent debugging tasks to parallel agents with isolated context, preserving the main session for coordination.

Runs a disciplined diagnosis loop for hard bugs and performance regressions, from reproduction through hypothesis testing, instrumentation, fixing, and regression testing.

Diagnoses and fixes build, type, and runtime errors with minimal changes, covering TypeScript, PyTorch, and other build systems.

Adopt Swift 6.2's concurrency model with patterns for MainActor isolation, isolated conformances, and explicit background offloading to eliminate data-race errors.

Work incrementally on issues using Git worktrees for parallel agent workflows, starting each session by getting bearings and ending with clean state.

Optimizes Flutter app performance by reducing rebuilds, improving list rendering, managing memory, and applying profiling and image optimization techniques.

Write efficient C code with proper memory management, pointer handling, and POSIX compliance, including debugging and testing guidance.

Write, review, debug, or test Python asyncio code involving coroutines, Tasks, TaskGroups, cancellation, timeouts, queues, synchronization, and blocking-call boundaries.

Provides a structured debugging workflow for errors, test failures, and unexpected behavior, including root cause analysis and verification steps.

Fixes common PyTorch bugs including percentile calculations, LayerNorm for Conv1d, and buffer edge cases in reinforcement learning and neural network code.

Tests and debugs web applications in real browsers using Chrome DevTools MCP, enabling DOM inspection, console error capture, network analysis, performance profiling, and visual verification with live runtime data.

Diagnose and fix common AEM 6.5 LTS replication issues including blocked queues, connectivity failures, and content distribution problems.

Prevents AI agents from calling methods, imports, or variables that do not provably exist in the user's installed version, reducing hallucinated API usage.

Migrates symbols and reverse-engineering results from an older binary version to a newer one using LLM-based structured diffing of disassembly and pseudocode, enabling rapid offset and function-name mapping when PDBs are missing.

Develop, migrate, and debug ROS 1 and ROS 2 robotics projects with support for build systems, navigation, control, simulation, and embedded integration.

Design, review, and troubleshoot Salesforce Flow fault handling with error logging and bulk-safe automation paths.

Diagnose Apex behavior with debug logs, structured production logging, and async job monitoring, replacing ad-hoc System.debug habits with durable, queryable observability.

Diagnose and eliminate performance bottlenecks across web, API, database, and code with load testing, profiling, and optimization techniques.

Runs throwaway experiments to validate feasibility, compare approaches, and surface unknowns before committing to a real build.

Provides C programming guidance for systems programming, memory management, and performance, with best practices for writing safe and efficient code.

Structured workflow to reproduce, diagnose, plan, fix, verify, and record a bug fix, requiring a deterministic reproduction before diagnosis and minimal changes only.

Runs an adversarial, decision-aware review of all session work before committing, checking decision adherence and code maintainability, and applies only user-authorized fixes.

Runs the current git diff through the Codex CLI for an independent, read-only second-opinion review, then triages findings back into the session for Claude to apply fixes.

Guides a structured root-cause investigation before any fix, covering reproduction, evidence gathering, hypothesis testing, and implementation with failing tests.

Assists with software engineering tasks including writing, editing, and explaining code, searching codebases, running commands, managing files, debugging, and implementing features.

Incrementally fixes Gradle build and compilation errors for Android and Kotlin Multiplatform projects.

Parses LibreOJ problem IDs or URLs, creates a folder, fetches the problem statement via Chrome DevTools MCP, saves it as Markdown, and writes a C++ solution file.

Implements error tracking and crash reporting in Flutter apps using Sentry and Firebase Crashlytics, including automatic error capture, enriched context, breadcrumbs, and CI/CD integration for source maps and debug symbols.

Inspect and manage Envoy proxy configuration, cluster health, route tables, and performance stats via the admin API.