[ #1 AI Code Reviewer, Independently Verified ]

Martian Unbiased

OSS Benchmark

Martian Unbiased

OSS Benchmark

CodeAnt outperforms GitHub Copilot, Claude, Devin, CodeRabbit and 15 others, tested on real pull requests, not synthetic benchmarks

Trusted by Startups to Fortune 100

Trusted by Startups to
Fortune 100

[ Startups ]

[ Enterprise ]

GEORGIA DEPARTMENT OF TRANSPORTATION

GEORGIA DEPARTMENT OF TRANSPORTATION

GEORGIA DEPARTMENT OF TRANSPORTATION

Martian Independent Benchmark

Security Patch Detection — F1 Score (%)

#1 of 20 tools

706050403020100
66.7%
CodeAnt AI Logo
CodeAnt AI
66.7%
Qodo Logo
Qodo Extended
57.1%
Claude
Claude
54.5%
Cubic Dev
Cubic Dev
50%
Devin
Devin
706050403020100
66.7%
CodeAnt AI Logo
66.7%
Qodo Logo
57.1%
Claude
54.5%
Cubic Dev
50%
Devin
706050403020100
66.7%
CodeAnt AI Logo
66.7%
Qodo Logo
57.1%
Claude
54.5%
Cubic Dev
50%
Devin

Logging & PII Leak Detection — F1 Score (%)

#1 of 20 tools

80706050403020100
71.4%
CodeAnt AI Logo
CodeAnt AI
71.4%
Qodo Logo
Qodo Extended
58.8%
Code Rabbit
Code Rabbit
55.6%
Augment
Augment
50%
Cursor
Cursor
80706050403020100
71.4%
CodeAnt AI Logo
71.4%
Qodo Logo
58.8%
Code Rabbit
55.6%
Augment
50%
Cursor
80706050403020100
71.4%
CodeAnt AI Logo
71.4%
Qodo Logo
58.8%
Code Rabbit
55.6%
Augment
50%
Cursor

Large & Medium PR Reviews — F1 Score (%)

#1 of 20 tools

706050403020100
67%
Qodo Logo
Qodo Extended
55%
CodeAnt AI Logo
CodeAnt AI
50.6%
Augment
Augment
45.4%
Cursor
Cursor
45.1%
Qodo
Qodo
706050403020100
67%
Qodo Logo
55%
CodeAnt AI Logo
50.6%
Augment
45.4%
Cursor
45.1%
Qodo
706050403020100
67%
Qodo Logo
55%
CodeAnt AI Logo
50.6%
Augment
45.4%
Cursor
45.1%
Qodo

Source - Martian's Independent Benchmark

Leaderboard

#ToolF1PrecisionRecall
1CodeAnt AI66.7%66.7%66.7%
2Qodo Extended66.7%66.7%66.7%
3Claude Code Reviewer57.1%50.0%66.7%
4Cubic Dev54.5%37.5%100%
5Devin50.0%100%33.3%
6Qodo50.0%40.0%66.7%
7Baz40.0%50.0%33.3%
8Claude Code Plugin40.0%50.0%33.3%
9Gemini40.0%50.0%33.3%
10Augment33.3%33.3%33.3%

Leaderboard

#ToolF1PrecisionRecall
1CodeAnt AI66.7%66.7%66.7%
2Qodo Extended66.7%66.7%66.7%
3Claude Code Reviewer57.1%50.0%66.7%
4Cubic Dev54.5%37.5%100%
5Devin50.0%100%33.3%
6Qodo50.0%40.0%66.7%
7Baz40.0%50.0%33.3%
8Claude Code Plugin40.0%50.0%33.3%
9Gemini40.0%50.0%33.3%
10Augment33.3%33.3%33.3%

How CodeAnt AI Reviews Every Single PR?

"CodeAnt is the most advanced and thorough penetration test we've run to date. It delivered superior results in a fraction of the time of our previous engagements."

Jason Powell

SVP, Engineering & Product, Phunware (Public Company)

Phunware Inc

Publiic Company

"CodeAnt is the most advanced and thorough penetration test we've run to date. It delivered superior results in a fraction of the time of our previous engagements."

Jason Powell

SVP, Engineering & Product, Phunware (Public Company)

Phunware Inc

Publiic Company

Security first design built for enterprises

AICPA

SOC2

TYPE 2

AICPA

SOC2

TYPE 2

SOC 2 Type II

HIPAA

COOL
VENDOR
2026

COOL
VENDOR
2026

Gartner Cool Vendor 2026

FAQs

What is the Martian Code Review Benchmark?

What does F1 Score mean?

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