ZeroPath vs Kilo Code Reviewer vs DeepWiki vs CodeRabbit

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

Your tool
ZeroPath
vs
Competitor 1
Kilo Code Reviewer
Competitor 2
DeepWiki
Competitor 3
CodeRabbit
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 Kilo Code Reviewer
kilo.ai
Make main Remove
Competitor DeepWiki
deepwiki.com
DeepWiki scans repositories and builds indexes you can talk to
Make main Remove
Competitor CodeRabbit
coderabbit.ai
Automated code review that matters
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
40.6Kvisits/mo
1Mvisits/mo
957.2Kvisits/mo
1Mvisits/mo
MoM change
▲ 16.1%
▼ 17.7%
▼ 2.5%
▼ 22.7%
6-month growth
+50.1%
-45.8%
-29.9%
+50.4%
Global rank web
#858,063
#41,702
#63,286
#38,145
Avg. last 3 months
38.9K
1.3M
998K
1.2M
Bounce rate lower is better
43%
41%
57%
49%
Pages / visit
1.7
3.3
2.3
3.5
Visit duration
22s
2m 00s
2m 42s
1m 55s
Traffic sources
● Direct 77% · ● Mail 18%
● Direct 85% · ● Referral 13%
● Direct 80% · ● Referral 19%
● Direct 73% · ● Referral 24%
ZeroPathKilo Code ReviewerDeepWikiCodeRabbit
0478.7K957.5K1.4M1.9MZeroPath · 48.3KZeroPath · 50.7KZeroPath · 36.6KZeroPath · 27KZeroPath · 34.4KZeroPath · 26.5KZeroPath · 41.2KZeroPath · 35KZeroPath · 40.6KKilo 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 · 1MDeepWiki · 1.2MDeepWiki · 1.2MDeepWiki · 1.3MDeepWiki · 1.3MDeepWiki · 1.4MDeepWiki · 1.3MDeepWiki · 1.2MDeepWiki · 1.1MDeepWiki · 981.8KDeepWiki · 957.2KCodeRabbit · 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 · 40.6KKilo 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 · 1MDeepWiki · 1.2MDeepWiki · 1.2MDeepWiki · 1.3MDeepWiki · 1.3MDeepWiki · 1.4MDeepWiki · 1.3MDeepWiki · 1.2MDeepWiki · 1.1MDeepWiki · 981.8KDeepWiki · 957.2KCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Free
Freemium
Starting price
$1,000per month · free tier available
$15per month · free tier available
Free
$24per month
Free tier
–
Free trial
–
–
API access
–
–
–
–
Plans
Team $1,000/moEnterprise CustomFree Proof of Value Free
Free & Open Source FreeTeams $15/moKilo Pass $19/moEnterprise Custom
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Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
Capabilities input → output
Input
Code
Code
CodeWeb pages
Code
Output
CodeText
Text
Text
CodeText
Skill level
Advanced
Intermediate
Advanced
Intermediate
Categories
Development & CodeAI Code ReviewAI Developer Tools
Development & CodeAI Code Review
Development & CodeAI Developer Tools
Development & CodeAI Code Review
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
8
5
4
8
Code reviews
–
Code security analysis
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Code analysis
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GitHub pull requests
–
–
Code documentation
–
–
Code quality
–
–
Code security
–
–
–
Codebase q a
–
–
–
Cybersecurity vulnerabilities
–
–
–
Vulnerability analysis
–
–
–
Code testing
–
–
–
GitHub
–
–
–
Cybersecurity
–
–
–
Developer tools
–
–
–
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
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.