ZeroPath vs CodeRabbit vs Kilo Code Reviewer vs GitHub Copilot

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

Your tool
ZeroPath
vs
Competitor 1
CodeRabbit
Competitor 2
Kilo Code Reviewer
Competitor 3
GitHub Copilot
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
Remove
Competitor CodeRabbit
coderabbit.ai
Automated code review that matters
Make main Remove
Competitor Kilo Code Reviewer
kilo.ai
Make main Remove
Competitor GitHub Copilot
github.com
Your AI pair programmer that actually knows the codebase
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
40.6Kvisits/mo
1Mvisits/mo
1Mvisits/mo
637.9Mvisits/mo
MoM change
▲ 16.1%
▼ 22.7%
▼ 17.7%
▲ 3.7%
6-month growth
+50.1%
+50.4%
-45.8%
+19.3%
Global rank web
#858,063
#38,145
#41,702
#49
Avg. last 3 months
38.9K
1.2M
1.3M
629.7M
Bounce rate lower is better
43%
49%
41%
36%
Pages / visit
1.7
3.5
3.3
5.9
Visit duration
22s
1m 55s
2m 00s
6m 26s
Traffic sources
● Direct 77% · ● Mail 18%
● Direct 73% · ● Referral 24%
● Direct 85% · ● Referral 13%
● Direct 83% · ● Referral 15%
ZeroPathCodeRabbitKilo Code ReviewerGitHub Copilot
0159.5M318.9M478.4M637.9MZeroPath · 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 · 1MKilo Code Reviewer · 144.8KKilo Code Reviewer · 830KKilo Code Reviewer · 1.1MKilo Code Reviewer · 1.9MKilo Code Reviewer · 1.9MKilo Code Reviewer · 1.7MKilo Code Reviewer · 1.4MKilo Code Reviewer · 1.7MKilo Code Reviewer · 1.3MKilo Code Reviewer · 1MGitHub Copilot · 484.3MGitHub Copilot · 504MGitHub Copilot · 542.6MGitHub Copilot · 534.8MGitHub Copilot · 634.3MGitHub Copilot · 631MGitHub Copilot · 636.1MGitHub Copilot · 615.2MGitHub Copilot · 637.9M10K100K1M10M100M1BZeroPath · 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 · 1MKilo Code Reviewer · 144.8KKilo Code Reviewer · 830KKilo Code Reviewer · 1.1MKilo Code Reviewer · 1.9MKilo Code Reviewer · 1.9MKilo Code Reviewer · 1.7MKilo Code Reviewer · 1.4MKilo Code Reviewer · 1.7MKilo Code Reviewer · 1.3MKilo Code Reviewer · 1MGitHub Copilot · 484.3MGitHub Copilot · 504MGitHub Copilot · 542.6MGitHub Copilot · 534.8MGitHub Copilot · 634.3MGitHub Copilot · 631MGitHub Copilot · 636.1MGitHub Copilot · 615.2MGitHub Copilot · 637.9MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
$1,000per month · free tier available
$24per month
$15per month · free tier available
$4per month · free tier available
Free tier
–
Free trial
–
API access
–
–
–
–
Plans
Team $1,000/moEnterprise CustomFree Proof of Value Free
Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
Free & Open Source FreeTeams $15/moKilo Pass $19/moEnterprise Custom
Free FreeTeam $4/moEnterprise $21/mo
Capabilities input → output
Input
Code
Code
Code
CodeText
Output
CodeText
CodeText
Text
Code
Skill level
Advanced
Intermediate
Intermediate
Intermediate
Categories
Development & CodeAI Code ReviewAI Developer Tools
Development & CodeAI Code Review
Development & CodeAI Code Review
Development & CodeProductivity & OfficeAI AgentAI Code Review+1 more
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
8
8
5
4
Code reviews
Code security analysis
–
Code analysis
–
GitHub pull requests
–
–
Code quality
–
–
Code security
–
–
–
Coding
–
–
–
Cybersecurity vulnerabilities
–
–
–
Vulnerability analysis
–
–
–
Agents
–
–
–
Code documentation
–
–
–
Code testing
–
–
–
Agent management
–
–
–
Cybersecurity
–
–
–
Development
–
–
–
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
2
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.