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PRSpec: Test Review for the AI Coding Era

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最終更新: 2026/10/30
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01 PRSpec

スライド内容

AI-powered test review for Ruby pull requests.

  • Your AI wrote the code.

  • Did it write the right specs?

  • Catch missing specs before you merge.


PRSpec is a test review tool for the AI coding era.
It does not try to replace code review.
Instead, it asks a narrower and more dangerous question:
did this pull request change behavior without changing the specs?

02 The Problem

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AI generated code ships fast.

AI generated bugs ship faster.

  • PRs are getting bigger

  • Reviews are getting faster

  • Specs are getting easier to fake


AI coding tools can produce useful Ruby code quickly.
But they can also generate shallow specs, happy-path examples, or tests that only prove a mock was called.
Green CI does not always mean the behavior is covered.
PRSpec focuses on that gap.

03 What PRSpec Finds

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  • Missing specs

  • Risky Ruby changes

  • Shallow specs


The first version does not need to understand everything.
It starts with practical RSpec signals:
a Ruby file changed but the matching spec did not,
a service object changed without behavioral specs,
a job changed without failure-case coverage,
or a public method was added without examples.
Small signals. Useful warnings.

04 Flow

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flowchart LR
  A[Pull Request] --> B[prspec review]
  B --> C[Changed Ruby files]
  C --> D[Missing specs]
  C --> E[Risky changes]
  D --> F[Review before merge]
  E --> F

PRSpec starts as a CLI, not a dashboard.
You run prspec review locally or in CI.
It inspects changed files, maps them to likely spec expectations, and reports missing or risky areas before the PR is merged.

05 Example

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$ gem install prspec-ruby
$ prspec review

MISSING SPEC
lib/billing/refund_calculator.rb
No spec for partial refund behavior

RISKY CHANGE
lib/user_status_transition.rb
State transition changed without edge-case coverage

MISSING SPEC
lib/invoice_sender.rb
Invoice sending changed without failure-case specs

The product needs to feel obvious in five seconds.
A Ruby developer should immediately understand what it does from the terminal output.
The value is not another AI chat box.
The value is a warning before a bad PR slips through.

06 Why RSpec?

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  • Specs describe behavior

  • Examples are easy to underwrite

  • Mock-heavy tests can look green

  • Missing edge cases hide in plain sight


RSpec is powerful because it lets Ruby teams describe behavior clearly.
But that also means shallow examples can create false confidence.
A spec can pass while still missing the behavior that matters.
PRSpec focuses on the gap between changed code and meaningful examples.

07 Positioning

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Not a code review.

A test review.

  • AI writes codeews test risk


PRSpec should not compete head-on with generic code review tools.
The positioning is narrower:
review the testing implications of a Ruby pull request.
That makes the product easier to understand, easier to build, and easier to explain to Ruby developers.

08 Local-first by Default

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Your code should not have to leave your machine.

  • Works from the CLI

  • Designed for local LLMs

  • Cloud can come later


Security matters, especially for code review tools.
PRSpec starts local-first.
That means the first version can work without a SaaS account, without GitHub permissions, and without sending private code to a PRSpec server.
This makes adoption easier for individual developers.

09 Call to Action

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Don’t merge the landmine.

The goal of this slide is not to explain every feature.
The goal is to make Ruby developers feel the problem quickly:
AI can write code, but someone still has to check whether the right specs exist.
PRSpec is the warning light before merge.

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