CODE REVIEW

Code reviews that understand context, not just diffs

Benchmarked against 7 leading tools on real production PRs. Augment Code Review delivered the highest precision and recall. Catches logic errors, security vulnerabilities, and breaking changes before they ship—not style suggestions that waste time.

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Benchmark Score

F-score: the harmonic mean of and .

Augment

65%

Cursor

54%

Greptile

51%

Codex

45%

CodeRabbit

42%

Claude

34%

Copilot

28%

+20%

vs Cursor

+44%

vs Codex

+90%

vs Claude

TEAMS PUSHING WITH CONFIDENCE

Meet our customers

001

Full codebase context on every review

Other tools analyze the diff. We analyze the diff, the files it touches, the dependencies, and the architecture around it.

Fig. 1

github.com/acme/core — Pull Request #1842

Real-time semantic aggregation — code, dependencies, and history flow through the Context Engine to make the agent smarter and faster.

002

Inline comments, right in GitHub

Augment comments directly on your PR. Bugs. Security issues. Anti-patterns. Line-by-line, right where the code lives.

No new tabs
No context switching
No dashboard to check

github.com — Pull Request #1842

···

components/open-source/mdx-components.tsx

*/

export const mdxComponents: MDXComponents = {

h1: ({ children, ...props }: React.ComponentProps<'h1'>) => {

const id = generateHeadingId(String(children));

Augment Code Reviewbot3 hours ago

Using String(children) to derive heading IDs can return '[object Object]' when the heading contains inline elements (e.g., code/emphasis), leading to anchor mismatches with the TOC; consider extracting plain text from children (also applies to h2/h3).

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003

Fix issues without leaving your flow

Other reviewers point out problems and leave you to figure out the fix. Augment takes you straight to your IDE with the context and suggested fix ready to go. No copying error messages. No hunting for the right file. No “I'll fix that later” tickets.

Review. Click. Fix. Commit.

025%50%75%100%

0———

github.com — Pull Request #1842

components/open-source/open-source-hero.tsx

<Button

variant="secondary"

size="icon"

aria-label="Search"

Augment Code Reviewbotyesterday

The search button is interactive and labeled "Search" but has no onClick handler, which means it performs no action, which can confuse users and impacts accessibility; an interactive control should have an associated action or be clearly non-interactive.

Fix with Augment

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1200px

004

Signal, not noise

Most AI reviewers spam your PRs with low-value comments. Developers learn to ignore them. Augment runs at 65% precision: two out of three comments surface real issues. Not style nits. Not linter duplicates. Not “consider renaming this variable.”

When every comment matters, developers actually read them.

Fig. 3

app.augmentcode.com — Metrics

···

Total Reviews Performed

447

Estimated Dev Hours Saved

74.50

Comments Addressed

63.37%

Thumbs Up Reactions

84.44%

Live precision metrics from production deployments

005

Configure once, enforce everywhere

Flexible triggers, team standards, AI summaries, and full visibility into what gets caught.

github.com — Pull Request #1842

···

Summary:

Introduces a new TUI modal and slash command to inspect configured agent hooks.

Changes:

•Adds a conditional slash command (gated byfeatureFlagsV2.enableHooks
•Implements hook with modal navigation (Esc to close, ↑/↓ or j/k to move)useHooksStatus
•Adds component to display hook event types, matchers, and commandsHooksStatusModal
•Integrates modal processor and visibility into alongside existing overlaysRepl
•Extends to register the action when availableuseSlashCommand/hooks

Technical Notes:

•Hook summary is computed from the hook manager state and groups config by HookEventType
•UI shows all six hook event types and details per type (matcher and associated commands)
•/hooks is hidden when the feature flag is disabled; modal participates in global input processing with priority 30

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AI-generated PR summaries

What changed, why it matters, what might break. Mermaid diagrams of architectural impact. File-by-file breakdown with confidence scores.

app.augmentcode.com — Settings

···

Set Review Trigger

sec-labs/transformer-circuits

sec-labs/constitutional-ai

sec-labs/rlhf-research

sec-labs/interpretability

Auto and manual review modes

Every PR reviewed automatically. Or trigger manually when you need a second set of eyes. Configurable per repo.

vim pr_review_guidelines.yaml

···

# Guidelines exclusive to augmentcode/auggie

areas:

databases:

description: "Data and Database related rules"

globs:

- "**"

rules:

- id: "no_pii_in_bigquery"

description: "Never store PII data in BigQuery tables."

severity: "high"

- id: "no_guid_keys"

description: "GUID foreign keys can slow lookups"

severity: "medium"

memory_safety:

description: "Ensure Memory Safety"

globs:

- "kernel/**"

rules:

- id: "avoid_unsafe_rust"

description: "Avoid unsafe Rust operations."

severity: "high"

NORMALpr_review_guidelines.yaml

yaml25L1:1

Team standards, enforced

Define coding conventions in plain English. Point to existing style guides. Set rules per repo or per team. Augment enforces them on every PR, so you never have to leave the same comment twice.

app.augmentcode.com — Analytics

···

Comments Addressed

60.42%

Thumbs Up Reactions

81.18%

Dev Hours Saved

73.83

Reviews Performed

Jun

Jul

Aug

Sep

Oct

Nov

Dec

Analytics. See the impact

See what Augment catches across your org. Bugs found. Security issues flagged. Usage by repo and team. All in one dashboard.

006

What changes when reviews actually work

30 min

down from 3 hours

Faster reviews

Augment catches what manual review misses. Your engineers focus on architecture.

65%

precision on issues flagged

Signal, not noise

Two out of three comments surface real issues. Not style nits. Not linter duplicates.

2-4x

faster merge cycles

Ship with confidence

PRs don't sit in review queues for days. Merge knowing the code has been thoroughly reviewed.

007

“The biggest productivity gain wasn't in writing code faster — it was in reducing the back-and-forth. The agent gives you feedback before the pull request even exists.”

Wojciech Trocki

Engineer, MongoDB

Works in GitHub

Installs in 60 seconds. Comments directly on PRs. Nothing to configure.

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