Verune

MCP server

AndrejKarpathy_2026_FocusProjects

Andrej Karpathy's 2026 AI Systems Engineering Roadmap — 7 production-grade projects covering Context Engineering, Tool Design, Agent Orchestration, Eval Discipline, Reliability Engineering, MCP Servers & Harness Mindset. From PR review agents to autonomous DevOps incident response.

Version
main
Analysed
Last observed

What the code does

  • Runs shell commands Code that starts system commands on the machine it runs on.
  • Sends data to outside servers Code that posts data to network addresses.
  • Downloads and runs code Code that fetches a script and pipes it into a shell.

Having a capability is not wrongdoing; many tools need these to do their job. It tells you what to check before you install.

This is public metadata, not a safety certification or complete assessment. Static analysis cannot establish what a tool does at runtime.

Risk

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Coverage

Complete static analysis

How coverage is measured

Detailed report

2 findings from automated static analysis of the latest version, with severities and explanations.

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