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Review code and load Karpathy-style guidelines to avoid overengineering and unnecessary changes.
Copy the install command and let the AI configure it · recommended for beginners
No copy-paste install info for "Karpathy Guidelines MCP Server" yet — see the docs or source repo.
Review this refactoring plan using Karpathy's coding principles. Point out any over-engineering, unnecessary abstractions, or needless changes, and suggest a simpler approach.
A focused review highlighting what to keep, remove, or simplify in the proposed changes.
Load Karpathy-style coding guidelines and summarize them into 8 concise development rules for the current Python project.
A concise set of project coding rules ready for team use or AI coding constraints.
Review this code diff and determine whether the change is truly necessary, whether it adds extra complexity, and provide accept-or-reject reasoning based on Karpathy's principles.
An evaluation explaining whether the code change is justified and how it affects complexity.
Provides queryable team coding standards and best practices for AI-assisted development.
Automatically review GitHub PRs with efficient, deep analysis using static checks and LAG.
Automate code reviews with syntax checks, explanations, and improvement suggestions.
Provide AI agents with coding standards, testing, planning, and requirements guidance.
Provide code review, fixes, testing, and refactoring help in Claude Code.
Get intelligent, context-aware code reviews and improvement suggestions with MCP.