Student pricing is available for eligible university email holders. View plans

NextSprints
NextSprints Icon NextSprints Logo
Product Design

Master the art of designing products

Product Improvement

Identify scope for excellence

Product Success Metrics

Learn how to define success of product

Product Root Cause Analysis

Ace root cause problem solving

Product Trade-Off

Navigate trade-offs decisions like a pro

All Questions

Explore all questions

Meta (Facebook) PM Interview Course

Practice Meta-focused PM cases

Amazon PM Interview Course

Practice Amazon-focused PM cases

Apple PM Interview Course

Practice Apple-focused PM cases

Google PM Interview Course

Practice Google-focused PM cases

Microsoft PM Interview Course

Practice Microsoft-focused PM cases

All Courses

Explore all courses

1:1 PM Coaching

Practice in a one-to-one session

Resume Review

Narrate impactful stories via resume

Guides Pricing
nextsprints logo

Not a member?

By proceeding, you agree to our Terms of Use and confirm you have read our Privacy and Cookie Statement.

nextsprints logo

Register to continue.

Login with Google Login with LinkedIn

By proceeding, you agree to our Terms of Use and confirm you have read our Privacy and Cookie Statement .

Company focus

Cursor
Product Trade-Off Easy Member-only

Should Cursor's Agent run terminal commands automatically by default, or ask for approval first?

Prepared by NextSprints

13 mins
Report an error
Trade-Off Analysis Trust And Safety Experiment Design Developer Tools Artificial Intelligence Cybersecurity Security Trade-Off Ai-Agents Developer-Tools
Product Management Trade-Off Question: Cursor Agent terminal auto-run versus approval prompts

Introduction

Cursor's Agent can run terminal commands: install packages, run tests, start servers, run migrations, call git. Users can let it run commands automatically or require approval for each one, and can maintain allow-lists and deny-lists of commands. The default matters enormously. Auto-run makes agents faster and lets them fix their own errors without waiting. Approval prompts protect against destructive or unsafe commands, such as deleting files, pushing to production, or running a script pulled in through a prompt injection hidden in a README or web page.

The question: should Agent auto-run terminal commands by default, or ask first?

Analysis Approach

I'll treat this as a speed-versus-safety trade-off, understand where risk actually sits, form a hypothesis, define metrics, run an experiment and set a clear decision rule.

Step 1

Clarifying Questions (3 minutes)

  • Context: what is today's default, and how many users change it? I'll assume new users start with "ask before running" except for a small built-in allow-list (for example ls, test commands), and about 40% of active users switch to broader auto-run within a month.

  • Business: is the goal faster agent completion for retention, or reducing risk for enterprise adoption? Both; enterprises need admins to control this setting.

  • User impact: where does the agent run? Local machine, a git worktree, or a cloud agent's sandboxed VM. Risk differs a lot by environment.

  • Technical: can we classify commands by risk reliably? I'll assume a combination of rules (destructive patterns) and a model-based classifier.

  • Any incidents? I'll assume there have been community reports of agents running destructive commands and research showing prompt-injection risks in coding agents.

Subscribe to access the full answer

Image of author NextSprints

NextSprints

Updated Oct 31, 2026