Avoid common Kubernetes mistakes — resource limits, probe configuration, selector mismatches, and RBAC pitfalls.
Avoid common C++ mistakes — memory leaks, dangling references, undefined behavior, and ownership confusion.
Experience summaries for OpenClaw tasks, including common installation problems, troubleshooting steps, and best practices for packages, configurations, and...
Automate common PowerPoint/WPS Presentation operations on Windows via COM (read text/notes/outline, export PDF/images, replace text, insert/delete slides, unify font/size/theme, extract images/media).
Avoid common R mistakes — vectorization traps, NA propagation, factor surprises, and indexing gotchas.
Avoid common PowerShell mistakes — output behavior, array traps, and comparison operator gotchas.
Avoid common Node.js mistakes — event loop blocking, async error handling, ESM gotchas, and memory leaks.
Create, debug, and manage CI/CD pipelines with GitHub Actions. Use when the user needs to set up automated testing, deployment, releases, or workflows. Covers workflow syntax, common patterns, secrets
Diagnoses common Linux service issues using logs, systemd/PM2, file permissions, Nginx reverse proxy checks, and DNS sanity checks. Use when a server app is failing, unreachable, or misconfigured.
Write idiomatic Rust avoiding ownership pitfalls, lifetime confusion, and common borrow checker battles.
Connects to the Baselight MCP (Model Context Protocol) server to discover and query 50+ premium dataset sources including Kaggle, OWID, World Bank, Data Commons, Eurostat, FiveThirtyEight, DefiLlama,
Help answer questions about Catholicism accurately and respectfully (Catechism-first). Provides a structured response format, common topic map with CCC references, and short prayer/reference snippets.
Avoid common Bash mistakes — quoting traps, word splitting, and subshell gotchas.
Prevent common failures in multi-agent Discord conversations. Use when multiple AI agents (bots) are chatting in the same channel — townhalls, group discussi...
Automates security audits for OpenClaw gateway by checking key configuration settings to identify and report common security risks.
Chrome DevTools Protocol, extension Manifest V3, and debugging patterns that prevent common automation failures.
Godot 4.x game development with C#/.NET, covering best practices, architecture patterns, performance optimization, and common pitfalls. Use when working on G...
Automate common Word/WPS document operations on Windows via COM (read text, replace, insert, headings, headers/footers, page breaks, merge, split, export to PDF/TXT, add/replace images). Use for singl
Avoid common C# mistakes — null traps, async pitfalls, LINQ gotchas, and disposal leaks.
Avoid common Ansible mistakes — YAML syntax traps, variable precedence, idempotence failures, and handler gotchas.
Avoid common LangChain mistakes — LCEL gotchas, memory persistence, RAG chunking, and output parser traps.
Implement secure API design patterns including authentication, authorization, input validation, rate limiting, and protection against common API vulnerabilities
Set up and maintain Raspberry Pi avoiding common hardware and configuration pitfalls.