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Layer 2 network topology mapping and neighbor discovery using LLDP/CDP protocols and ARP scanning. Covers lldpd/lldpcli for switch topology, arp-scan-rs for fast host discovery, and arping for single-host probe...
Monitor GitHub Actions workflow runs using blocking watch commands instead of polling with timeouts.
Connectivity troubleshooting with modern Rust-based tools - trippy (traceroute/mtr), gping (graphical ping), and ss (socket statistics). Preferred over legacy netstat/traceroute.
Detect test smells, overmocking, flaky tests, and coverage issues. Analyze test effectiveness, maintainability, and reliability. Use when reviewing tests or improving test quality.
Manage Helm values across environments with override precedence, multi-environment configurations, and secret management. Covers values files, --set, --set-string, values schema validation. Use when user mentio...
WCAG 2.1/2.2 compliance implementation, ARIA patterns, keyboard navigation, focus management, and accessibility testing. Use when implementing accessible components, fixing accessibility issues, or when the use...
Basedpyright static type checker configuration, installation, and usage patterns. Use when implementing type checking, configuring LSP, comparing type checkers, or setting up strict type validation in Python pr...
Find and replace code patterns structurally using ast-grep. Use when you need to match code by its AST structure (not just text), such as finding all functions with specific signatures, replacing API patterns a...
Systematic debugging approach with tool recommendations for memory, performance, and system-level issues.
Cross-language linter autofix commands and common fix patterns for biome, ruff, clippy, shellcheck, and more.
Search GitHub issues for solutions, workarounds, and discussions for open source problems. Use when encountering errors with OSS libraries or finding upstream bug workarounds.
Property-based testing with Hypothesis for discovering edge cases and validating invariants. Use when testing code with many possible inputs, verifying mathematical properties, testing serialization round-trips...
Generate diagrams from declarative text using D2 - modern text-to-diagram language with automatic layouts, themes, and advanced styling.
OpenFeature vendor-agnostic feature flag SDK with standardized API across languages. Covers SDK installation, flag evaluation, providers, and hooks. Use when implementing feature flags, A/B testing, canary rele...
Advanced Bevy ECS patterns including complex queries, system scheduling, change detection, entity relationships, and performance optimization. Use when working on advanced Bevy game architecture, optimizing ECS...
OrbStack-optimized Skaffold workflows for local Kubernetes development without port-forward. Use when configuring Skaffold with OrbStack, accessing services via LoadBalancer or Ingress, or when the user mention...
Python project setup, dependencies, and lockfiles with uv package manager. Covers uv init, uv add, uv remove, uv lock, uv sync, and pyproject.toml configuration. Use when user mentions uv, creating Python proje...
Structured code review approach covering security, quality, performance, and consistency.
Reverse engineering and binary exploration using strings, binwalk, hexdump, and related tools.
Recover from failed Helm deployments, rollback releases, fix stuck states (pending-install, pending-upgrade). Covers helm rollback, release history, atomic deployments. Use when user mentions rollback, failed H...
HTTP API testing for TypeScript (Supertest) and Python (httpx, pytest). Covers REST APIs, GraphQL, request/response validation, authentication, and error handling. Use when user mentions API testing, Supertest,...
Detect GitHub repository name and owner from git remotes. Use when needing repo identifier for GitHub CLI, API calls, or when working with multiple repositories. Automatically extracts owner/repo format.
Fast code search using ripgrep (rg) with smart defaults, regex patterns, and file filtering. Use when searching for text patterns, code snippets, or performing multi-file code analysis.
Modern DNS query tools with focus on dog for readable, colorized output and modern protocol support (DoT/DoH).
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