arbiter

Verify code review feedback against the actual codebase before implementation.

67|10|Updated Apr 12, 2026
One-click install
npx skills add https://github.com/GadaaLabs/claude-code-on-steroids --skill arbiter-gadaalabs
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: arbiter
Source: https://github.com/GadaaLabs/claude-code-on-steroids/tree/main/skills/arbiter
Command: npx skills add https://github.com/GadaaLabs/claude-code-on-steroids --skill arbiter-gadaalabs

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

ARBITER evaluates every piece of review feedback against the actual codebase before implementing changes, ensuring technical correctness and preventing blind agreement.

Core Features & Use Cases

  • Evaluates each review suggestion against the current codebase and requirements.
  • Pushes back with technical reasoning when a suggestion is wrong or lacks justification.
  • Implements changes only after verification, and asks clarifying questions when anything is unclear.

Quick Start

Provide the code review feedback and the current codebase context to ARBITER, and it will read, clarify any uncertainties, verify each suggestion against the codebase, evaluate technical correctness, respond with reasoned pushback, and implement items one by one.

Frequently Asked Questions about arbiter

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I verify code review feedback against my actual codebase before implementing changes?

To verify code review feedback against your codebase, provide the review comments and current codebase context. The system reads, clarifies uncertainties, verifies each suggestion, evaluates technical correctness, and implements items one by one.

What is the best way to push back on incorrect code review suggestions with technical reasoning?

Pushing back on incorrect code review suggestions requires evaluating each proposal against the actual codebase first. The system delivers reasoned pushback when a suggestion is wrong or lacks justification, preventing blind agreement.

Can I use automated code review verification for multi-language software stacks?

Yes, automated code review verification is applicable to all software development workflows, including refactors, new features, and bug fixes across multi-language stacks, ensuring technical correctness before implementation.

How do I handle unclear code review feedback during a software refactoring process?

To handle unclear code review feedback during a software refactoring process, the system asks clarifying questions when anything is ambiguous. It only implements changes after verification establishes technical correctness.

Does code review verification work for both new feature development and bug fixes?

Code review verification works for new feature development and bug fixes by evaluating every piece of review feedback against the current codebase and requirements before any changes are implemented.