Review

GitHub Copilot review: after a year, I know exactly when to ignore it

Copilot writes a surprising share of my boilerplate and a worrying share of my bugs. A year of daily use, measured honestly.

Sam OkonkwoUpdated August 4, 20269 min read
Developer workstation with code on two monitors in a dim room
Developer workstation with code on two monitors in a dim room
8.4

ExpertWhat Product

Ten dollars a month for a tool that writes your tests, your boilerplate and your regexes is an easy yes. Treat its confident suggestions in unfamiliar code the way you would treat a keen intern's: read every line.

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Pros

  • Excellent at repetitive code, tests and configuration files
  • Sits inside the editor you already use with no friction
  • Chat explains unfamiliar code quickly and usually correctly
  • Free tier is now good enough for hobby projects

Cons

  • Confidently wrong in unfamiliar or niche frameworks
  • Multi-file refactors still lag behind specialised tools
  • Encourages accepting code you have not read

The interesting question about AI coding tools stopped being 'does it work' about two years ago. It is now 'where does it cost you more than it saves'. After a year of Copilot in VS Code across three real codebases, I have a clear map of both.

What it is genuinely great at

Tests. Boilerplate. Data transformations. Regular expressions. Configuration files in a syntax I use twice a year. In these cases the suggestion is usually correct on the first try and reviewing it takes seconds.

It is also a superb autocomplete for patterns already present in the file. Once you have written one mapper function, the next four write themselves accurately.

Where it costs you time

In an unfamiliar framework, Copilot produces code that looks idiomatic and is subtly wrong — a deprecated API, a hook called in the wrong place, an option that never existed. It is confident, so it is persuasive, so you lose twenty minutes.

  • Highest value: tests, boilerplate, migrations, docstrings
  • Neutral: business logic you already understand
  • Negative value: unfamiliar libraries, security-sensitive code, anything you cannot verify quickly

Chat and agent mode

Chat is a good explainer, particularly for inherited code — highlight a function, ask what it does, get a usable answer. Agent mode, which makes multi-step edits across files and can open a pull request, is impressive in demos and inconsistent in large repositories. Cursor still handles whole-codebase context better.

The security habit you need

The real risk is not that Copilot writes bad code; it is that accepting a suggestion feels like less of a decision than writing one. Set a rule and keep it: nothing gets committed that you could not explain in review. That single discipline turns Copilot from a liability into leverage.

Verdict

A year in, I would not code without it, and I trust it least exactly where I know least. Ten dollars, high return, one discipline required.

Specifications

Free planLimited completions and chat requests monthly
Pro price$10/mo or $100/yr
Business$19/user/mo with policy controls
EditorsVS Code, JetBrains, Neovim, Visual Studio, Xcode
Agent modeMulti-step edits and PR authoring
Free forVerified students and popular OSS maintainers

How it compares

Scores from our own testing. Prices are launch RRP in USD.

GitHub Copilot Pro
8.4$10
Cursor Pro
8.7$20
Codeium
7.9$0

Frequently asked questions

#github copilot#ai coding#developer tools#programming
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