CodeRabbit vs llama.cpp vs Claude Code Security vs Kilo Code Reviewer

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

Your tool
CodeRabbit
vs
Competitor 1
llama.cpp
Competitor 2
Claude Code Security
Competitor 3
Kilo Code Reviewer
Compare
4 tools · best value per row highlighted
Your tool CodeRabbit
coderabbit.ai
Automated code review that matters
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Competitor llama.cpp
github.com
llama.cpp is an open-source inference engine that runs large language models and vision-language models on local hardware or in the cloud with minimal setup.
Make main Remove
Competitor Claude Code Security
claude.com
Claude Code Security remains in research preview—waitlist access only
Make main Remove
Competitor Kilo Code Reviewer
kilo.ai
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
1Mvisits/mo
—
123.5Mvisits/mo
1Mvisits/mo
MoM change
▼ 22.7%
—
▼ 6.8%
▼ 17.7%
6-month growth
+50.4%
—
+106.6%
-45.8%
Global rank web
#38,145
—
#434
#41,702
Avg. last 3 months
1.2M
—
125.2M
1.3M
Bounce rate lower is better
49%
—
64%
41%
Pages / visit
3.5
—
2.2
3.3
Visit duration
1m 55s
—
2m 36s
2m 00s
Traffic sources
● Direct 73% · ● Referral 24%
—
● Direct 82% · ● Referral 15%
● Direct 85% · ● Referral 13%
CodeRabbitllama.cppClaude Code SecurityKilo Code Reviewer
035M69.9M104.9M139.9MCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MClaude Code Security · 19.2MClaude Code Security · 19.5MClaude Code Security · 35.8MClaude Code Security · 59.8MClaude Code Security · 139.9MClaude Code Security · 133.1MClaude Code Security · 119.5MClaude Code Security · 132.6MClaude Code Security · 123.5MKilo 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 · 1M100K1M10M100M1BCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MClaude Code Security · 19.2MClaude Code Security · 19.5MClaude Code Security · 35.8MClaude Code Security · 59.8MClaude Code Security · 139.9MClaude Code Security · 133.1MClaude Code Security · 119.5MClaude Code Security · 132.6MClaude Code Security · 123.5MKilo 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 · 1MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Free
Freemium
Freemium
Starting price
$24per month
Free
$17per month · free tier available
$15per month · free tier available
Free tier
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Free trial
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–
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API access
–
–
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Plans
Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
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Free FreePro $17/moMax 5x $100/moMax 20x $100/mo+1 more
Free & Open Source FreeTeams $15/moKilo Pass $19/moEnterprise Custom
Capabilities input → output
Input
Code
ImagesText
Code
Code
Output
CodeText
Text
CodeText
Text
Skill level
Intermediate
Advanced
Advanced
Intermediate
Categories
Development & CodeAI Code Review
Development & CodeAI APIAI Developer Tools
Development & CodeAI Code Review
Development & CodeAI Code Review
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
8
7
7
5
Code reviews
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Code security analysis
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Code analysis
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GitHub pull requests
–
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Code quality
–
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Local AI
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Vulnerability analysis
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Code documentation
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Code security
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Code testing
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Cybersecurity vulnerabilities
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–
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Developer tools
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–
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LLM development
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–
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Large language models
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Security audits
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Self hosted
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APIs
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Development
–
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Llama 3 on mac
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–
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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.