INVOKE THIS SKILL when optimizing, improving, or debugging LLM prompts using production trace data, evaluations, and annotations. Covers extracting prompts from spans, gathering performance signal, and running a data-driven optimization loop using the ax CLI.

INVOKE THIS SKILL when downloading or exporting Arize traces and spans. Covers exporting traces by ID, sessions by ID, and debugging LLM application issues using the ax CLI.

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'Aspire skill covering the Aspire CLI, AppHost orchestration, service discovery, integrations, MCP server, VS Code extension, Dev Containers, GitHub Codespaces, templates, dashboard, and deployment. Use when the user asks to create, run, debug, configure, deploy, or troubleshoot an Aspire distributed application.'

Guides Qdrant monitoring and observability setup. Use when someone asks 'how to monitor Qdrant', 'what metrics to track', 'is Qdrant healthy', 'optimizer stuck', 'why is memory growing', 'requests are slow', or needs to set up Prometheus, Grafana, or health checks. Also use when debugging production issues that require metric analysis.

Diagnoses Qdrant production issues using metrics and observability tools. Use when someone reports 'optimizer stuck', 'indexing too slow', 'memory too high', 'OOM crash', 'queries are slow', 'latency spike', or 'search was fast now it's slow'. Also use when performance degrades without obvious config changes.

'Windows App Development CLI (winapp) for building, packaging, and deploying Windows applications. Use when asked to initialize Windows app projects, create MSIX packages, generate AppxManifest.xml, manage development certificates, add package identity for debugging, sign packages, publish to the Microsoft Store, create external catalogs, or access Windows SDK build tools. Supports .NET (csproj), C++, Electron, Rust, Tauri, and cross-platform frameworks targeting Windows.'

Diagnose and resolve common Claude Code plugin and skill configuration issues. This skill provides systematic debugging workflows for plugin installation, enablement, and activation problems.

Operational traps for Terraform provisioners, multi-environment isolation, and zero-to-deployment reliability. Covers provisioner timing races, SSH connection conflicts, DNS record duplication, volume permissions, database bootstrap gaps, snapshot cross-contamination, Cloudflare credential format errors, hardcoded domains in Caddyfiles/compose, and init-data-only-on-first-boot pitfalls. Activate when writing null_resource provisioners, creating multi-environment Terraform setups, debugging containers that are Restarting/unhealthy after terraform apply, setting up fresh instances with cloud-init, or any IaC code that SSHs into remote hosts. Also activate when the user mentions terraform plan/apply errors, provisioner failures, infrastructure drift, TLS certificate errors, or Caddy/gateway configuration.

Bug Hunter workflow skill. Use this skill when the user needs Systematically finds and fixes bugs using proven debugging techniques. Traces from symptoms to root cause, implements fixes, and prevents regression and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Bug Hunter workflow skill. Use this skill when the user needs Systematically finds and fixes bugs using proven debugging techniques. Traces from symptoms to root cause, implements fixes, and prevents regression and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Debug Buttercup workflow skill. Use this skill when the user needs All pods run in namespace crs. Use when pods in the crs namespace are in CrashLoopBackOff, OOMKilled, or restarting, multiple services restart simultaneously (cascade failure), or redis is unresponsive or showing AOF warnings and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Debug Buttercup workflow skill. Use this skill when the user needs All pods run in namespace crs. Use when pods in the crs namespace are in CrashLoopBackOff, OOMKilled, or restarting, multiple services restart simultaneously (cascade failure), or redis is unresponsive or showing AOF warnings and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Debugging Strategies workflow skill. Use this skill when the user needs Transform debugging from frustrating guesswork into systematic problem-solving with proven strategies, powerful tools, and methodical approaches and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Debugging Strategies workflow skill. Use this skill when the user needs Transform debugging from frustrating guesswork into systematic problem-solving with proven strategies, powerful tools, and methodical approaches and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

debugging-toolkit-smart-debug workflow skill. Use this skill when the user needs working with debugging toolkit smart debug and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

debugging-toolkit-smart-debug workflow skill. Use this skill when the user needs working with debugging toolkit smart debug and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Overview workflow skill. Use this skill when the user needs Provides expertise for analyzing DWARF debug files and understanding the DWARF debug format/standard (v3-v5). Triggers when understanding DWARF information, interacting with DWARF files, answering DWARF-related questions, or working with code that parses DWARF data and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Overview workflow skill. Use this skill when the user needs Provides expertise for analyzing DWARF debug files and understanding the DWARF debug format/standard (v3-v5). Triggers when understanding DWARF information, interacting with DWARF files, answering DWARF-related questions, or working with code that parses DWARF data and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

error-detective workflow skill. Use this skill when the user needs Search logs and codebases for error patterns, stack traces, and anomalies. Correlates errors across systems and identifies root causes and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

error-detective workflow skill. Use this skill when the user needs Search logs and codebases for error patterns, stack traces, and anomalies. Correlates errors across systems and identifies root causes and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

error-diagnostics-smart-debug workflow skill. Use this skill when the user needs working with error diagnostics smart debug and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

error-diagnostics-smart-debug workflow skill. Use this skill when the user needs working with error diagnostics smart debug and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Error Handling Patterns workflow skill. Use this skill when the user needs Build resilient applications with robust error handling strategies that gracefully handle failures and provide excellent debugging experiences and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Error Handling Patterns workflow skill. Use this skill when the user needs Build resilient applications with robust error handling strategies that gracefully handle failures and provide excellent debugging experiences and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

GDB Debugging Assistant workflow skill. Use this skill when the user needs GDB debugging assistant for AI agents - analyze core dumps, debug live processes, investigate crashes and deadlocks with source code correlation and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

GDB Debugging Assistant workflow skill. Use this skill when the user needs GDB debugging assistant for AI agents - analyze core dumps, debug live processes, investigate crashes and deadlocks with source code correlation and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Go Concurrency Patterns workflow skill. Use this skill when the user needs Master Go concurrency with goroutines, channels, sync primitives, and context. Use when building concurrent Go applications, implementing worker pools, or debugging race conditions and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Go Concurrency Patterns workflow skill. Use this skill when the user needs Master Go concurrency with goroutines, channels, sync primitives, and context. Use when building concurrent Go applications, implementing worker pools, or debugging race conditions and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Intelligent Issue Resolution with Multi-Agent Orchestration workflow skill. Use this skill when the user needs [Extended thinking: This workflow implements a sophisticated debugging and resolution pipeline that leverages AI-assisted debugging tools and observability platforms to systematically diagnose and res and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Intelligent Issue Resolution with Multi-Agent Orchestration workflow skill. Use this skill when the user needs [Extended thinking: This workflow implements a sophisticated debugging and resolution pipeline that leverages AI-assisted debugging tools and observability platforms to systematically diagnose and res and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

iOS Debugger Agent workflow skill. Use this skill when the user needs Debug the current iOS project on a booted simulator with XcodeBuildMCP and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

iOS Debugger Agent workflow skill. Use this skill when the user needs Debug the current iOS project on a booted simulator with XcodeBuildMCP and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Expo Networking workflow skill. Use this skill when the user needs implementing or debugging ANY network request, API call, or data fetching. Covers fetch API, React Query, SWR, error handling, caching, offline support, and Expo Router data loaders (useLoaderData) and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Obsidian CLI workflow skill. Use this skill when the user needs Use the Obsidian CLI to read, create, search, and manage vault content, or to develop and debug Obsidian plugins and themes from the command line and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

OS/Shell Scripting Troubleshooting Workflow Bundle workflow skill. Use this skill when the user needs Operating system and shell scripting troubleshooting workflow for Linux, macOS, and Windows. Covers bash scripting, system administration, debugging, and automation and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Phase-Gated Debugging workflow skill. Use this skill when the user needs debugging any bug. Enforces a 5-phase protocol where code edits are blocked until root cause is confirmed. Prevents premature fix attempts and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Prompt Engineering Patterns workflow skill. Use this skill when the user needs Expert guide on prompt engineering patterns, best practices, and optimization techniques. Use when user wants to improve prompts, learn prompting strategies, or debug agent behavior and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Protocol Reverse Engineering workflow skill. Use this skill when the user needs Comprehensive techniques for capturing, analyzing, and documenting network protocols for security research, interoperability, and debugging and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Python Performance Optimization workflow skill. Use this skill when the user needs Profile and optimize Python code using cProfile, memory profilers, and performance best practices. Use when debugging slow Python code, optimizing bottlenecks, or improving application performance and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Rust Async Patterns workflow skill. Use this skill when the user needs Master Rust async programming with Tokio, async traits, error handling, and concurrent patterns. Use when building async Rust applications, implementing concurrent systems, or debugging async code and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Apache Spark Optimization workflow skill. Use this skill when the user needs Optimize Apache Spark jobs with partitioning, caching, shuffle optimization, and memory tuning. Use when improving Spark performance, debugging slow jobs, or scaling data processing pipelines and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Tool Design for Agents workflow skill. Use this skill when the user needs Build tools that agents can use effectively, including architectural reduction patterns. Use when creating new tools for agent systems, debugging tool-related failures or misuse, or optimizing existing tool sets for better agent performance and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

YES.md \u2014 AI Governance Engine workflow skill. Use this skill when the user needs 6-layer AI governance: safety gates, evidence-based debugging, anti-slack detection, and machine-enforced hooks. Makes AI safe, thorough, and honest and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Protocol Reverse Engineering workflow skill. Use this skill when the user needs comprehensive techniques for capturing, analyzing, and documenting network protocols for authorized security research, interoperability work, and debugging, with emphasis on evidence preservation, safe capture practice, and source-backed analysis.

Python Performance Optimization workflow skill. Use this skill when the user needs to profile and optimize Python code using cProfile, memory profilers, benchmark discipline, and performance best practices. Use when debugging slow Python code, isolating bottlenecks, or improving application performance with measurement-first evidence before and after each change.

RAG workflow skill. Use this skill when a user needs retrieval pipelines, chunking, ranking, citations, and evaluation for an AI application.

Propose, configure, debug, and maintain Claude Code hooks (PreToolUse/PostToolUse/Stop and other lifecycle events). Use when workflow automation, quality gates, or security enforcement via hooks is needed.

Use when implementing an approved task or plan in the current session and you are ready to make code changes.