ZeroPath vs GitBrain vs CodeRabbit vs Lambda

Which one fits you in 2026? Traffic, pricing, input → output, tasks and community side by side.

Your tool
ZeroPath
vs
Competitor 1
GitBrain
Competitor 2
CodeRabbit
Competitor 3
Lambda
Compare
4 tools · best value per row highlighted
Your tool ZeroPath
zeropath.com
Traditional security tools won't scan your codebase for auth bypasses or business logic flaws that only emerge when you understand how the entire application actually works
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Competitor GitBrain
gitbrain.dev
Make main Remove
Competitor CodeRabbit
coderabbit.ai
Automated code review that matters
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Competitor Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
40.6Kvisits/mo
—
1Mvisits/mo
—
MoM change
▲ 16.1%
—
▼ 22.7%
—
6-month growth
+50.1%
—
+50.4%
—
Global rank web
#858,063
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#38,145
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Avg. last 3 months
38.9K
—
1.2M
—
Bounce rate lower is better
43%
0%
49%
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Pages / visit
1.7
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3.5
—
Visit duration
22s
—
1m 55s
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Traffic sources
● Direct 77% · ● Mail 18%
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● Direct 73% · ● Referral 24%
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ZeroPathGitBrainCodeRabbitLambda
0331.5K663K994.5K1.3MZeroPath · 48.3KZeroPath · 50.7KZeroPath · 36.6KZeroPath · 27KZeroPath · 34.4KZeroPath · 26.5KZeroPath · 41.2KZeroPath · 35KZeroPath · 40.6KCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1M10K100K1M10MZeroPath · 48.3KZeroPath · 50.7KZeroPath · 36.6KZeroPath · 27KZeroPath · 34.4KZeroPath · 26.5KZeroPath · 41.2KZeroPath · 35KZeroPath · 40.6KCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Free
Freemium
Paid
Starting price
$1,000per month · free tier available
Free
$24per month
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Free tier
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Free trial
–
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API access
–
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–
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Plans
Team $1,000/moEnterprise CustomFree Proof of Value Free
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Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
On-demand instances (8x GPU) CustomOn-demand instances (1x GPU) Custom1-Click Clusters CustomReserved / Superclusters Custom
Capabilities input → output
Input
Code
Code
Code
CodeData
Output
CodeText
Text
CodeText
Apps
Skill level
Advanced
Intermediate
Intermediate
Advanced
Categories
Development & CodeAI Code ReviewAI Developer Tools
Development & CodeAI Code ReviewAI Developer Tools
Development & CodeAI Code Review
Development & CodeAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
8
7
8
3
Code reviews
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Code security analysis
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Code analysis
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Developer tools
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Code security
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Commit messages
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Cybersecurity vulnerabilities
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GPU infrastructure
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Git
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GitHub pull requests
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–
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Vulnerability analysis
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–
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Code documentation
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–
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Code quality
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Code summaries
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Code testing
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On mac
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Cybersecurity
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Development
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Git commands
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Model training
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Security automation
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
▲ 0
Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
0
0
0
0
Verified listing
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Traffic figures are third-party estimates for the tool's own domain; tools sharing a domain with a bigger product are not counted. Pricing is captured from each tool's site and may lag.