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Side-by-side comparison · Coding & Dev Tools

CodeRabbit vs GitHub Copilot vs Zed

Everything that matters when choosing between them, in one place: our rating, what each can do, what they cost, and the trade-offs.

CodeRabbit

3.9

From $24/dev/mo

GitHub Copilot

4.0

From $10/mo

Best overall

Zed

4.3

From $10/mo

Comparing 3 tools, the maximum.

At a glance

Easiest to use

Pick it if: Teams and solo builders shipping code through GitHub or GitLab, especially those letting AI agents write most of it.

Pick it if: Teams and developers whose code lives on GitHub and who want AI in the tools they already use.

Zed4.3
Best overallBest value

Pick it if: Developers who want a fast editor and already pay for Claude or another AI provider.

Overview

AttributeCodeRabbitGitHub CopilotZed
In one lineAI that reviews every code change on GitHub and flags bugs before they go live.GitHub's AI helper: it finishes your code, reviews pull requests and takes on whole tasks.A fast, free, open-source code editor that runs Claude Code and other AI agents inside it.
Pricing modelFreemiumFreemiumOpen source
Starting price$24/dev/mo$10/mo$10/mo
Free plan Yes Yes Yes
Works with Claude Code Yes No Yes

Rating breakdown

Our scores out of 5. The higher bar in each row is highlighted.

AttributeCodeRabbitGitHub CopilotZed
Overall rating3.94.04.3Winner
Ease of useHow quickly someone non-technical gets value from it.
4.5
4.0
3.5
FeaturesHow completely it covers its own job, and how well the pieces fit together.
4.5
4.0
4.0
Output qualityHow good the results are before you fix them.
4.0
3.5
4.0
Value for moneyWhat you get for the price, including the free plan.
3.0
4.5
5.0
Speed & reliabilityHow fast it is and how often it falls over.
3.5
4.0
5.0

Feature comparison

A tick means it does this today. A dash means we haven't checked.

AttributeCodeRabbitGitHub CopilotZed
Access & platform
Free plan Yes Yes Yes
Mobile app No Yes No
Desktop app No Yes Yes
Browser extension No– No
API access Yes––
Teams & business
Team workspace Yes Yes Yes
Enterprise plan or SSO Yes Yes No
Connects to other apps Yes Yes Yes
Open source or self-hosted– No Yes
AI abilities
Works with your files No Yes Yes
Understands images No Yes Yes
Makes images No No No
Makes video No No No
Writes code Yes Yes Yes
Runs agents or automations Yes Yes Yes
Learns your brand or style Yes Yes Yes
Works in many languages Yes Yes Yes
Capabilities score9/ 1712/ 1711/ 17

Pricing

Plans as listed on each vendor's site when we last checked. Confirm before you buy.

AttributeCodeRabbitGitHub CopilotZed
Plans

Free

Free

Open-source projects and trying it out.

Free

Free

Trying autocomplete and light chat.

PersonalOur pick

Free

Almost everyone.

EssentialsOur pick

$24/dev/mo billed yearly, or $30 monthly

Small teams who want every pull request reviewed.

ProOur pick

$10/mo

Individual developers on GitHub.

Pro

$10/mo

People who want Zed's hosted AI without managing keys.

Team

$48/dev/mo billed yearly, or $60 monthly

Busier teams with many open pull requests.

Pro+

$39/mo

Developers who run agent tasks every day.

Business

$30/seat/mo

Teams that need spending and access controls.

Advanced

$72/dev/mo billed yearly, or $90 monthly

Teams that want security monitoring.

Max

$100/mo

Heavy agent-driven work.

Enterprise

Custom

Large organisations.

Business and Enterprise

See website

Companies that need admin controls and policy management.

Which plan to pickStart with the 14-day trial. Essentials is enough for most small teams; you only pay for developers who open pull requests. Turn on usage-based reviews ($0.25 a file) with a monthly cap if you keep hitting the hourly limit.Pro is the sweet spot for an individual: cheap, unlimited autocomplete and enough credits for a few agent tasks a week. Only move to Pro+ if you find yourself buying extra credits every month.Personal. If you have Claude Pro, run Claude Code inside Zed and you are done. Pro only makes sense if you want Zed's built-in assistant and edit predictions without setting up API keys.

Key features

AttributeCodeRabbitGitHub CopilotZed
Standout features
  • Pull request reviews
  • One-click fixes
  • Learns your rules
  • Reviews before you commit
  • Pre-merge checks
  • Triage and security
  • Inline suggestions
  • Coding agent
  • Code review
  • Chat everywhere
  • Hand off to other agents
  • Custom instructions
  • Built for speed
  • External agents inside the editor
  • Bring your own keys
  • Edit predictions
  • Real-time collaboration
  • Open source

Pros and cons

AttributeCodeRabbitGitHub CopilotZed
Pros
  • Set up in minutes and reviews every pull request automatically
  • Catches real bugs, including ones the coding agent missed
  • Works with any coding agent or editor
  • Free for open-source projects
  • Learns your preferences when you reply to it
  • The cheapest paid plan in the category with unlimited autocomplete
  • Works inside the editors and the GitHub site you already use
  • Agent and code review are built into the GitHub workflow
  • Enterprise controls are mature because GitHub already had them
  • Noticeably faster than VS Code and Cursor
  • Free, open source, and no charge for running your own agents
  • Clean agent panel that shows exactly what changed
  • Built-in real-time collaboration
Cons
  • Marketed as unlimited, but hourly caps and fair-use throttling frustrate heavy users
  • Can be noisy, with nitpicks mixed in with real problems
  • Per-developer pricing adds up for bigger teams
  • Some users report billing mistakes, refund trouble and slow support
  • Agent quality lags Claude Code and Codex on complex tasks
  • $10 of credits a month disappears quickly once you use agents
  • Pretty pointless if your code is not on GitHub
  • Business and Enterprise prices are not published
  • Smaller extension library than VS Code or Cursor
  • Less hand-holding for beginners; it assumes you know your way around an editor
  • Business plan has no SSO yet, which rules it out for some companies
  • Its own hosted AI is basic compared with the agents you can bring

Who each one is for

AttributeCodeRabbitGitHub CopilotZed
Best for
  • Reviewing AI-written code before it ships
  • Small teams without a senior reviewer
  • Catching bugs and security issues in pull requests
  • Open-source projects (free)
  • Autocomplete as you type
  • Handing GitHub issues to an agent
  • Automated code review
  • Teams already on GitHub
  • Running Claude Code inside an editor
  • Speed on big projects
  • Using your own AI subscription
  • Pairing with teammates in real time
You'll find it used by
  • Software teams
  • Open-source maintainers
  • Agencies
  • Solo founders
  • Development teams
  • Enterprises
  • Open source maintainers
  • Students
  • Developers
  • Claude Code users
  • Open source fans
  • Small teams

Questions people ask

Which is better, CodeRabbit, GitHub Copilot or Zed?

Zed scores highest overall in our ratings (CodeRabbit 3.9/5, GitHub Copilot 4.0/5 and Zed 4.3/5). CodeRabbit is best for Reviewing AI-written code before it ships and small teams without a senior reviewer. GitHub Copilot is best for autocomplete as you type and Handing GitHub issues to an agent. Zed is best for Running Claude Code inside an editor and speed on big projects.

Which is cheaper, CodeRabbit, GitHub Copilot or Zed?

CodeRabbit: There's a free plan, and paid plans start at $24/dev/mo. GitHub Copilot: There's a free plan, and paid plans start at $10/mo. Zed: There's a free plan, and paid plans start at $10/mo.

Which is easier to use, CodeRabbit, GitHub Copilot or Zed?

CodeRabbit rates highest for ease of use in our scores. Teams and solo builders shipping code through GitHub or GitLab, especially those letting AI agents write most of it.

How we compare

Ratings are our own, from using each tool, across ease of use, features, output quality, value for money, speed & reliability.

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