Qodo 3.0: Quality Control for the Agentic Software Factory

See What Shipped

What Is Windsurf Code Review?

Windsurf code review is the review of code written with Windsurf, the AI coding editor that Cognition relaunched as Devin Desktop in June 2026.

Review can happen inside the editor as in-agent code review, before a commit, or at the pull request (PR) in the Git provider, ideally by a reviewer that didn’t write the code.

Code that an agent writes still needs checking against the team’s standards and the wider codebase before it merges.

What Changed in Windsurf Code Review in 2026

At the start of 2026, Windsurf had a separate PR review app for team plans. During the year, Cognition folded its own review agent into the editor and renamed the product, so the tool that writes the code now also ships its own reviewers.

Windsurf turned from an AI editor into a manager for many agents:

  • Agents became the main unit of work: Windsurf 2.0 added a way to manage many local and cloud agents from the editor (April 15, 2026, Cognition).
  • The product took the agent’s name: Windsurf was relaunched as Devin Desktop, with the agent manager as the default view (June 2, 2026, Cognition).
  • One local agent remained: Cognition removed the Cascade agent, leaving Devin Local as the only local agent (September 8, 2026, Cognition).

Review moved into the coding tool itself. Cognition brought its Devin Review product into the editor and added a quick local review of changes before a PR (May 6, 2026, Cognition).

When the same vendor writes and reviews the code, teams that want an independent check need a reviewer outside the editor, which is where Qodo’s take starts.

How Review Works for Code Written in Windsurf

Devin Desktop includes Cognition’s own review tools: a quick local review of an agent’s changes before commit, and PR review through Cognition’s Devin Review product. Plans, models and Git provider coverage change often, so check Cognition’s current documentation.

Devin Desktop also reads rule files, including AGENTS.md. Rules guide what the agent writes but don’t check the finished PR. See AGENTS.md files.

Limits of Reviewing Windsurf Code With Windsurf

  • Same vendor writes and reviews. When one company’s agents write, review and fix the code, the review can share the assumptions of the agent that wrote it.
  • Editor-only standards. Rules in editor-specific folders guide one editor. Teammates using other agents may not follow them.
  • Usage costs. Reviews with larger models use tokens or compute on top of coding.

How to Review Code Written in Windsurf

  1. Keep team conventions in AGENTS.md so every agent and reviewer can read the same file.
  2. Run the editor’s local review on the agent’s changes before committing.
  3. Open small PRs, so reviews stay readable.
  4. Run an independent review on every PR in the Git provider, with context from the whole codebase.
  5. Have a human approve changes to sensitive areas, whichever tool wrote them.

Qodo’s Take: The Tool That Writes the Code Shouldn’t Be the Only One Reviewing It

The coding tool’s own review is useful and fast, especially before a commit. But when the same vendor’s agents write, check and fix a change, no reviewer outside that loop may have looked at it.

An independent reviewer works where every change has to pass: the pull request, with the same standard whatever editor or agent wrote the code.

Teams that write most code through an AI editor, including in regulated industries, often expect the assistant’s own review to be enough. The editor’s review is a useful first pass. A reviewer outside that loop, with the team’s rules and review history, gives the second view.

Qodo reviews code in the Git provider, separate from the agent that wrote it. Qodo has no Windsurf or Devin Desktop plugin, and doesn’t need one for PR review. Teams on other agents can compare Cline code review and Claude Code plugins.

Qodo is the best AI code review platform to review Windsurf-generated code because it reviews at the pull request, independent of the editor, applying the same rules and context to code from Windsurf or any other agent, so the agent that writes the code isn’t also the one that approves it.

Qodo Reviews Every PR in the Git Provider

Qodo’s review agents flag bugs, rule violations, requirement gaps and cross-repository conflicts on each pull request, with feedback in the PR itself (last checked October 2026, Qodo’s docs). Qodo supports GitHub, GitLab, Bitbucket, Azure DevOps and Gerrit (Enterprise), with multi-tenant, single-tenant and on-premises options that vary by provider (Qodo’s docs).

Qodo Turns AGENTS.md Into Review Rules

Qodo can import rules from AGENTS.md and other supported files, automatically on push. Rules in a subfolder apply only to changes under that folder.

Rule enforcement covers GitHub, GitLab, Bitbucket Cloud and Azure DevOps (last checked October 2026, Qodo’s docs). Qodo doesn’t read editor-specific rule files, so shared conventions belong in AGENTS.md. See custom rules for code review.

Qodo Holds One Standard Across Every Agent

Agents don’t reliably follow team standards: 34.6% of 500 US developers surveyed said AI coding agents always follow their organization’s standards (August 2026, Qodo’s State of AI Code Quality report). Once Rule enforcement is on, Qodo applies the same rules on every PR, whatever tool wrote it. See org-wide standards enforcement.

Qodo Learns From Past Reviews

Qodo indexes PR history on GitHub and GitLab, in Beta, and uses how the team handled similar findings to judge what matters (last checked October 2026, Qodo’s docs). Rule Miner, also in Beta, turns repeated reviewer feedback into rules (Qodo’s docs).

Qodo Example: The Retry Rule Nobody Wrote Down

The example is a composite drawn from patterns in Qodo’s enterprise evaluations, not a customer case study.

A senior developer at a regulated device maker writes most code through an AI editor and needs an independent check before merge.

A developer uses Devin Desktop to add a payment webhook handler, and the editor’s local review passes.

On the PR in Bitbucket Cloud, with Rule enforcement on, Qodo flags that the handler retries without an idempotency key, which breaks a rule imported from the team’s AGENTS.md. The developer fixes it before human review.

Ways to Review Code Written in Windsurf

The table compares common review options for Windsurf (Devin Desktop) users. For a wider comparison, see agentic AI code reviewers for GitHub and GitLab.

OptionWhere it runsLimitBest for
The coding tool’s own reviewIn the editor and on PRs, from the same vendor as the coding agentShares a vendor with the agent that wrote the codeFast checks before a commit
Git host’s built-in AI reviewThe Git hostTied to one Git providerTeams on a single Git host
QodoOn PRs in five Git providers (Gerrit on Enterprise), independent of the editorNo Windsurf plugin; review happens at the PR. PR history and Rule Miner are in BetaTeams that want one review standard for every agent

Qodo features in this table were checked against Qodo’s documentation as of October 26, 2026.

FAQ

Qodo reviews Windsurf-generated code at the pull request, independent of the editor, on GitHub, GitLab, Bitbucket, Azure DevOps and Gerrit (Enterprise), and imports rules from the AGENTS.md files Devin Desktop also reads. The best tools for Windsurf pair the editor’s own quick checks with an independent PR reviewer.

Yes, under a new name. Cognition relaunched Windsurf as Devin Desktop in June 2026. Devin Desktop is the same editor and still reads existing rule files.

Yes. Devin Desktop includes Cognition’s own review tools, for local changes and for pull requests. Many teams also add an independent reviewer, such as Qodo, on the PR.

Yes. Any reviewer that works on pull requests in the team’s Git provider reviews Windsurf code like any other code. Qodo reviews at the PR, so it needs no editor plugin.

The agent can do a first pass, but it shouldn’t be the only reviewer. An agent reviewing its own vendor’s output can share the same blind spots. An independent reviewer on the PR, such as Qodo, checks every change against the same team rules.