CodeRabbit vs Qdrant vs ZeroPath vs Greptile

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

Your tool
CodeRabbit
vs
Competitor 1
Qdrant
Competitor 2
ZeroPath
Competitor 3
Greptile
Compare
4 tools · best value per row highlighted
Your tool CodeRabbit
coderabbit.ai
Automated code review that matters
Remove
Competitor Qdrant
qdrant.tech
Vectors at scale
Make main Remove
Competitor 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
Make main Remove
Competitor Greptile
greptile.com
Greptile is an AI code reviewer that builds a graph of your repository, covering files, functions and dependencies, and then sends a swarm of agents to review each pull request.
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
1Mvisits/mo
310.5Kvisits/mo
40.6Kvisits/mo
—
MoM change
▼ 22.7%
▲ 0.3%
▲ 16.1%
—
6-month growth
+50.4%
-6.1%
+50.1%
—
Global rank web
#38,145
#175,101
#858,063
—
Avg. last 3 months
1.2M
306.8K
38.9K
—
Bounce rate lower is better
49%
50%
43%
—
Pages / visit
3.5
1.8
1.7
—
Visit duration
1m 55s
1m 13s
22s
—
Traffic sources
● Direct 73% · ● Referral 24%
● Direct 75% · ● Referral 24%
● Direct 77% · ● Mail 18%
—
CodeRabbitQdrantZeroPathGreptile
0331.5K663K994.5K1.3MCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MQdrant · 315.9KQdrant · 319.2KQdrant · 363.4KQdrant · 330.7KQdrant · 354.7KQdrant · 315.9KQdrant · 300.2KQdrant · 309.7KQdrant · 310.5KZeroPath · 48.3KZeroPath · 50.7KZeroPath · 36.6KZeroPath · 27KZeroPath · 34.4KZeroPath · 26.5KZeroPath · 41.2KZeroPath · 35KZeroPath · 40.6K10K100K1M10MCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MQdrant · 315.9KQdrant · 319.2KQdrant · 363.4KQdrant · 330.7KQdrant · 354.7KQdrant · 315.9KQdrant · 300.2KQdrant · 309.7KQdrant · 310.5KZeroPath · 48.3KZeroPath · 50.7KZeroPath · 36.6KZeroPath · 27KZeroPath · 34.4KZeroPath · 26.5KZeroPath · 41.2KZeroPath · 35KZeroPath · 40.6KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
$24per month
Free tier
$1,000per month · free tier available
$30per month · free tier available
Free tier
–
Free trial
–
API access
–
–
–
Plans
Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
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Team $1,000/moEnterprise CustomFree Proof of Value Free
Starter FreePro $30/moEnterprise Custom
Capabilities input → output
Input
Code
Data
Code
Code
Output
CodeText
Data
CodeText
Text
Skill level
Intermediate
Advanced
Advanced
Advanced
Categories
Development & CodeAI Code Review
Development & CodeAI Developer Tools
Development & CodeAI Code ReviewAI Developer Tools
Development & CodeAI Code Review
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
8
7
8
9
Code reviews
–
Code analysis
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Code security analysis
–
GitHub pull requests
–
–
Code quality
–
–
Code testing
–
–
Developer tools
–
–
Development
–
–
Code security
–
–
–
Cybersecurity vulnerabilities
–
–
–
Vector databases
–
–
–
Vulnerability analysis
–
–
–
Code documentation
–
–
–
Database search
–
–
–
Databases
–
–
–
Vector indexes
–
–
–
Agents
–
–
–
Code validation
–
–
–
Cybersecurity
–
–
–
Database management
–
–
–
Security automation
–
–
–
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
–
–
–
–

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.