Systematically debug issues with reproduction steps, error analysis, hypothesis testing, and root cause fixes.
Use when investigating Kubernetes pod failures, crashes, resource issues, or service degradation. Provides systematic investigation methodology for incident triage, root cause…
Debugs AWS Lambda function timeout failures by systematically analyzing function configuration, CloudWatch logs and metrics, VPC/networking, cold starts, memory constraints, and…
Parse error logs, stack traces, and crash reports into a structured root cause diagnosis. Use when an application is throwing exceptions, crashing, or producing unexpected errors…
Systematic debugging methodology - scientific method, hypothesis testing, and root cause analysis that works across all technologiesUse when "bug, debugging, not working, broken,…
Systematic debugging methodologies for finding and resolving complex bugs. Use PROACTIVELY when encountering difficult bugs, mysterious failures, or issues that resist simple…
Activate systematic debugging mode. Expert in root cause analysis and scientific debugging methodology.
Evidence-driven investigation for network, streaming, and protocol-layer bugs. Use when debugging connection resets (ECONNRESET, HTTP/2 RST_STREAM, INTERNAL_ERROR), SSE or…
Converts ORM calls to raw SQL and analyzes query performance. Detects N+1 queries, missing indexes, and other anti-patterns.
Executes JavaScript in browser pages, captures console output, and debugs page-side behavior with cdp.
Root cause analysis frameworks including log-first investigation, git bisect correlation, and pattern-based diagnosis with confidence scoring.
Use when Konflux pipelines fail, are stuck, timeout, or show errors like ImagePullBackOff. Covers PipelineRun failures, TaskRun issues (Pending, Failed, stuck Running), build…
Comprehensive protocol for validating root causes of software issues. Use when you need to systematically debug a complex bug, flaky test, or unknown system behavior by forming…
Use PROACTIVELY when debugging React Native apps. Reads console logs and executes JavaScript in running apps via Metro bundler.
Debug riproducibile con metodo scientifico + checkpoint pattern (no scatter-shot fix)
Transform debugging from frustrating guesswork into systematic problem-solving with proven strategies, powerful tools, and methodical approaches.
Master systematic debugging techniques, profiling tools, and root cause analysis to efficiently track down bugs across any codebase or technology stack.
Master systematic debugging techniques, profiling tools, and root cause analysis to efficiently track down bugs across any codebase or technology stack.
Apply systematic root cause analysis and debugging methodologies to diagnose and fix bugs, test failures, and unexpected behavior.
Root-cause debugging with 4-phase method: investigation, hypothesis, validation, fix. No fix without RCA.
Debug Tauri v2 apps across VS Code, RustRover, IntelliJ, and Neovim: console debugging, WebView DevTools, Rust backtraces, CrabNebula DevTools, and IDE launch configs.
Debugging workflows for Python (pdb, debugpy), Go (delve), Rust (lldb), and Node.js, including container debugging (kubectl debug, ephemeral containers) and production-safe…
Use when the user reports a bug they can't reproduce, asks where to start debugging, or mentions a Heisenbug / production-only failure.
Use when working with debugging toolkit smart debug (Alias for debugging-toolkit-smart-debug)
Comprehensive debugging strategies, tools, and techniques for efficiently identifying and fixing bugs across different environments.
Use when seeing WebSocket errors like "Invalid frame header", "RSV1 must be clear", or "WS_ERR_UNEXPECTED_RSV_1" - covers multiple WebSocketServer conflicts, compression issues,…
Use when encountering bugs or test failures - systematic debugging using debuggers, internet research, and agents to find root cause before fixing
Parses error messages, traces execution flow through stack traces, correlates log entries to identify failure points, and applies systematic hypothesis-driven methodology — from…
디버깅 실패 시 자동 트리거되는 체계적 문제 해결 워크플로우. DEBUGGING_STRATEGY.md 기반 Phase 0-3 디버깅 프로세스 자동화.
Guide for debugging GitHub Agentic Workflows - analyzing logs, auditing runs, and troubleshooting issues
While debugging errors, spawn new Claude SubAgent with own context to resolve the issue.
Building decay and upkeep systems for survival games. Use when implementing timer-based decay, Tool Cupboard patterns (Rust-style protection radius), resource upkeep costs, or…
Expert on Decibel on-chain perpetual futures trading platform on Aptos. Covers trading engine, orderbook, TypeScript SDK, REST APIs, WebSocket streams, market data, position…
Record or list architectural decisions and active migrations in `.claude/rules/architecture.md`. 管理架構決策與遷移記錄。 Use when: record a decision, add a decision, add a migration,…
Systematic framework for rigorous, situationally-grounded decision analysis. Use when evaluating options with competing benefits where stated values may diverge from actual…
Create Architecture Decision Records (ADRs) documenting significant technical choices with context, options, consequences, and sequential numbering.
Compare current architecture work against discovered ADRs and decisions to find conflicts, drift, missing alignment, superseded assumptions, forbidden paths, and decisions needing…
Decision-making methodologies, scoring frameworks, and planning strategies for Group 2 agents in four-tier architecture
Manage Kong Gateway and Konnect declaratively using decK CLI. Use when working with Kong Gateway configurations, syncing state, converting OpenAPI specs to Kong config, validating…
The Lossless Group's workflow for developing slides-only Astro sites for fundraise processes, aligned with the calmstorm-decks project patterns and the iterative approach from the…
Build professional, themed PowerPoint decks from Markdown via LLM-generated pptxgenjs JavaScript. Uses modular per-slide architecture for all decks.
Use when the user asks to design or refactor a declaration contract, such as a function signature, type shape, schema, or generic parameter list, and wants guidance on grouping,…
Identify misplaced files and organize project structure following open-source best practices, while delegating refactoring to specialized skills
Decode JWTs, inspect claims, and verify or sign tokens with local keys during auth debugging and test setup.
Architectural code analysis for Python design quality. Evaluates simplicity (Rich Hickey), functional core/imperative shell (Gary Bernhardt), and coupling (Constantine & Yourdon).
Analyze large source files and produce decomposition plans, optionally executing refactoring with import updates and test verification
Deconstructs complex problems using the 'Polymath Investor' framework with a 5-step cognitive chain (First Principles → Modular Isolation → Pareto Filtering → Cross-Domain Mapping…
Use after writing-plans to decompose monolithic plan into individual task files and identify tasks that can run in parallel (up to 2 subagents simultaneously)
Use when dealing with complex systems that need simplification, identifying bottlenecks or critical failure points, redesigning architecture or processes for better performance,…
DECOY SUP deployment — running ./deploy --decoy [scope flags], 5-phase spinup, behavior.json plumbing, audit semantics, hot-patch path.
Use when building dedicated servers — headless export, server architecture, lobby management, and deployment
Advanced problem-solving skill using sequential thinking. Use for complex architectural decisions, debugging hard problems, or planning. — from engineering/engineering-misc
Advanced problem-solving skill using sequential thinking. Use for complex architectural decisions, debugging hard problems, or planning. — from engineering/engineering-misc
Tiefenanalyse eines Problems gemäß der OBERSTEN DIREKTIVE. Verfolgt den vollständigen Datenfluss React-View→tauri-api.ts→invoke→commands/→ps.rs und identifiziert die…
Aciona o Revisor Profundo (sub-agent) pra tasks sensíveis — lê código além do diff antes da Mariana
Find deepening opportunities in a codebase, surfacing architectural friction and proposing refactors that turn shallow modules into deep ones.
Multi-agent investigation for stubborn bugs. Use when: going in circles debugging, need to investigate browser/API interactions, complex bugs resisting normal debugging, or when…
Use when the user asks to debug with ensemble judges, or explicitly requests the ensemble variant of deep-debug.
The single entry point for ALL design and specification work. Use when designing, specifying, architecting, writing a spec, writing an RFC, writing a design doc, or drafting a…
Deep technical documentation generation workflow using zen mcp's clink and docgen tools. First uses clink to launch gemini CLI in WSL for code analysis, then uses docgen for…