Guide
Cursor Bugbot Review Guide
Cursor's June 2026 Bugbot update says average review time is about 90 seconds, down from about 5 minutes; Bugbot finds 10% more bugs per review and costs about 22% less per run. Cursor hasn't published Bugbot's underlying model. Verify before naming one, and treat these figures as perishable.
On this page
- What changed in Cursor Bugbot, June 2026?
- How should a team use Cursor Bugbot review?
- What should stay bounded?
- What do the numbers say and how do I build trust in Bugbot?
- How does a non-engineering team ship safely with Bugbot?
- What does a clean Bugbot run actually prove?
- How do I keep Bugbot from becoming noise people scroll past?
- Where does Bugbot sit next to /review and the Security Agents?
What changed in Cursor Bugbot, June 2026?
Cursor's June 2026 BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. update says average review time is about 90 seconds, down from about 5 minutes; Bugbot finds 10% more bugs per review and costs about 22% less per run. Cursor hasn't published Bugbot's underlying model. Verify before naming one, and treat these figures as perishable.
- Release fact
- Speed
- Why it matters
- Average BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. review time is about 90 seconds, down from about five minutes.
- Release fact
- Quality
- Why it matters
- Cursor reports 0.62 bugs per review on average, up from 0.56.
- Release fact
- Cost
- Why it matters
- Cursor reports about 22% lower cost per run.
- Release fact
- Model
- Why it matters
- Cursor hasn't published which model powers BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition.. Describe the speed and cost gains without asserting a model.
- Release fact
- /review
- Why it matters
- Developers can run
/review,/review-bugbotor/review-securitybefore pushing.
- Release fact
- Incremental review
- Why it matters
- BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. can review only what changed since the last review.
| Release fact | Why it matters |
|---|---|
| Speed | Average BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. review time is about 90 seconds, down from about five minutes. |
| Quality | Cursor reports 0.62 bugs per review on average, up from 0.56. |
| Cost | Cursor reports about 22% lower cost per run. |
| Model | Cursor hasn't published which model powers BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition.. Describe the speed and cost gains without asserting a model. |
| /review | Developers can run /review, /review-bugbot or /review-security before pushing. |
| Incremental review | BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. can review only what changed since the last review. |
As of July 9, 2026. See the linked Cursor sources for the latest details.
This exact topic is a hands-on lesson: Bugbot Rules, Incremental Review and Effort — about 5 minutes, free to read.
How should a team use Cursor Bugbot review?
Knowing what shipped is the easy part. Turning Cursor BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. review into something a team relies on takes a few deliberate steps, mapped below.
- 1Run BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. on real PR diffs, not as a replacement for tests or code owners.
- 2Use
/reviewlocally before push when a change is risky or security-sensitive. - 3Configure model blocklists, effort and incremental review so findings match team risk.
- 4Treat findings as review evidence; humans still decide what merges.
What should stay bounded?
New capability comes with new ways to get it wrong. Keep these boundaries in place as you adopt it.
Do not call a clean BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. run merge approval.
Tune noisy findings with repo rules and effort levels instead of ignoring the tool.
Keep pricing and effort assumptions fresh because BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. billing and usage can change by plan.
What do the numbers say and how do I build trust in Bugbot?
BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. is Cursor's AI code reviewer, integrated into GitHub and run on PRs. It is high signal-to-noise: it consistently resolves north of 70-80% of the issues it raises, flagging problems like exposed keys and proposing fixes.
Config knobs
- Which repos BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. operates on.
- Scrutiny level - how hard it looks.
- Per-PR automatic trigger vs manual trigger.
- Autofix on or off (surface-only).
Start by approving each fix BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. proposes so you see the quality first.
Once you trust it on a class of change, graduate to autofix so it merges those fixes on its own.
Risk-rated PRs
Pair BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. with a PR-opened automation that classifies risk. Low-risk PRs (e.g. a title change) get auto-approved and merge easily. High-risk PRs require human review and get the right reviewers assigned automatically - the automation uses git blame to find the people who touched that code.
For leadership, BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. exposes a 30-day dashboard: PRs reviewed, issues resolved and automatic fixes merged, drillable by repo and broken down by severity (high / medium / low). That is the central ROIReturn on Investment. The value gained versus what it cost, the language an economic buyer funds deals in. Press Enter for the full definition. view that justifies running AI review at scale.
How does a non-engineering team ship safely with Bugbot?
Make BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. the merge gate and tier the gating by risk. A finance team that builds inside the company mono-repo - in a dedicated section for accounting apps - runs Bugbot as an AI reviewer over every PR, then lets risk decide who else has to look.
- PR risk
- Low
- Who approves
- BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. only
- Effect
- Merges automatically once BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. blesses it.
- PR risk
- Medium
- Who approves
- BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. + an engineer
- Effect
- Still needs a human sign-off.
- PR risk
- High
- Who approves
- BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. + an engineer
- Effect
- Human review required before merge.
| PR risk | Who approves | Effect |
|---|---|---|
| Low | BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. only | Merges automatically once BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. blesses it. |
| Medium | BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. + an engineer | Still needs a human sign-off. |
| High | BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. + an engineer | Human review required before merge. |
Deterministic guardrails everywhere; human review only where the risk warrants it.
This is how a finance team ships into shared code without an engineer in every loop: the AI reviewer covers the floor, risk tiers decide the ceiling.
If they are low risk, they go through without needing any additional approval as long as BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. has given it the blessing. If it's medium or high risk, it still requires an engineer approval.
What does a clean Bugbot run actually prove?
That a machine pass found nothing it recognises. Which is a real saving, and it is not merge approval.
The clip below shows the opposite case, a run that does come back with findings.
Review the findings, fix what earned it
0:37 · narratedRead this demo as text
- Run's done. /review is already sitting in the composer. Send it. Let Bugbot read the diff.
- Two findings. Medium: recent items you can't reach with a keyboard. And a Low: memoizing a five-item slice. Same table. Completely different weight.
- When it offers a fix, pick the one that earned it. The Medium becomes real buttons. The nit? Just a note. Every change in the diff should trace back to a severity that mattered.
Practice next: Practice this yourself in the hands-on module.
Simulated Cursor 3.12 (macOS, light) — beta educational reconstruction, not the real product.
The gap is intent. A reviewer, human or otherwise, can say a change looks safe; only the person who asked for it knows whether it is the change they asked for rather than a change that passes. That distinction does not get easier at volume, and it is the reason a clean run reads as a starting position instead of a verdict.
Accountability does not move either. When something merged breaks production, the person who clicked merge owns it.
The honest framing of the win is narrow, and still worth having. You start your read on a diff that has already been swept for the mechanical class of problem, which saves the first stretch of a review and none of the judgment at the end of it.
How do I keep Bugbot from becoming noise people scroll past?
Tune it in the first week rather than the third month. A reviewer who has learned to skim past the bot's comments is worse off than one who never had it, because those comments now occupy the slot where reading used to happen.
Although tune is the wrong verb for what actually works here. You are not walking a dial toward some correct setting. You are teaching it two or three specific things about this repo and then leaving the rest alone, which is a much smaller job and a much better use of the first week.
Two levers do most of the work. Scrutiny level decides how hard it looks, and repo rules teach it the conventions a general-purpose reviewer has no way to know. Rules are the better lever for a finding that keeps coming back wrong, with the same discipline that applies to any rule: add one once you have seen the finding twice, and keep it short enough that it does not dilute everything else.
Incremental review is the setting I would turn on early. Reviewing only what changed since the last pass stops a second push re-litigating the first, and re-litigation is most of what makes a bot feel noisy, more than any individual wrong finding.
If findings still read as noise after both levers, the problem is probably the PR rather than the reviewer. A very large change hands a bot more surface to be pedantic about, and stacked diffs shrink that surface without touching a single setting.
Where does Bugbot sit next to /review and the Security Agents?
Three moments, one reviewer's worth of attention between them. /review runs before you push, BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. runs on the pull request, and a Vulnerability Scanner runs on a schedule against code that is already in.
The local pass is the cheapest habit on that list. /review and /review-security are available in Cursor 3Cursor's agent-forward interface (also called the agent window or Glass), built to run and supervise many agents at once rather than edit one file. Press Enter for the full definition..7+ and in the signed-in web app at cursor.com/agents, with CLI support still to come. /review-security compares your branch against the default base branch and includes uncommitted work, so say which branch you mean when your base is not the default.
The scheduled half is a different agent type rather than a BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. Press Enter for the full definition. setting. Cursor's Security Reviewer takes git triggers and checks pull requests before they merge; the Vulnerability Scanner takes cron triggers and goes looking for what PR review never saw. Both run on Cloud AgentsAgents that run in a Cursor-managed virtual machine, check out the repo, do the work and open a pull request, then shut down, with no load on your laptop. Press Enter for the full definition., both need at least one tool or MCPModel Context Protocol. A standard that lets an AI agent pull in context from outside the repo, like Jira tickets or internal docs. Press Enter for the full definition. to run at all, and usage bills to the team pool under a shared service account rather than to a person.
On a small team I would run the local pass and stop there. A scheduled scanner starts earning its keep once the codebase is older than the review habit, which is to say once there is a body of code nobody currently reading PRs ever reviewed.
Frequently asked questions
Who is this guide for?
Engineers, code reviewers and DevEx teams adding Bugbot to local and pull-request review workflows.
What should I do next?
Start with one real repo task, capture the prompt and review the result before scaling the workflow.
How is Bugbot different from Debug mode?
Bugbot is an AI code reviewer that runs on pull requests in GitHub, flags issues at the org and repo level and can autofix them, with a leadership dashboard. Debug mode is an in-editor agent mode that adds instrumentation and walks you through reproducing a specific bug you are actively chasing. One reviews finished diffs at scale; the other helps you diagnose one problem interactively.
Sources & last verified
- Cursor changelog: Bugbot June 2026 update
- Cursor blog: Updates to Bugbot for Teams and Individuals
- Cursor changelog
Cursor ships frequently. Facts verified against primary sources on July 9, 2026.
Keep reading
Rather do it than read about it? Run 11 interactive Cursor walkthroughs in a simulated editor. Free, no account needed.