CodeRabbit vs Circle vs Pathmaker 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
Circle
Competitor 2
Pathmaker
Competitor 3
Kilo Code Reviewer
Compare
4 tools · best value per row highlighted
Your tool CodeRabbit
coderabbit.ai
Automated code review that matters
Remove
Competitor Circle
circle.so
Circle is a community platform where creators and businesses host discussions, courses, live events and paid memberships under their own brand.
Make main Remove
Competitor Pathmaker
pathmaker.app
Pathmaker is a personalized learning platform built for anyone ready to take control of their education. Instead of generic online courses or overwhelming resource lists, Pathmaker helps you create ta
Make main Remove
Competitor Kilo Code Reviewer
kilo.ai
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
1Mvisits/mo
—
—
1Mvisits/mo
MoM change
▼ 22.7%
—
—
▼ 17.7%
6-month growth
+50.4%
—
—
-45.8%
Global rank web
#38,145
—
—
#41,702
Avg. last 3 months
1.2M
—
—
1.3M
Bounce rate lower is better
49%
—
0%
41%
Pages / visit
3.5
—
—
3.3
Visit duration
1m 55s
—
—
2m 00s
Traffic sources
● Direct 73% · ● Referral 24%
—
—
● Direct 85% · ● Referral 13%
CodeRabbitCirclePathmakerKilo Code Reviewer
0478.7K957.5K1.4M1.9MCodeRabbit · 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 · 1M100K1M10MCodeRabbit · 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 · 1MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Free Trial
Freemium
Freemium
Starting price
$24per month
$89per month
Free tier
$15per month · free tier available
Free tier
–
–
Free trial
–
–
API access
–
–
–
Plans
Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
Professional $89/moBusiness $199/moScale $419/moCircle Plus Custom
—
Free & Open Source FreeTeams $15/moKilo Pass $19/moEnterprise Custom
Capabilities input → output
Input
Code
Text
Text
Code
Output
CodeText
Apps
Text
Text
Skill level
Intermediate
Intermediate
Beginner-friendly
Intermediate
Categories
Development & CodeAI Code Review
Business & MarketingDevelopment & CodeEducation & LearningAI Course+2 more
Education & LearningAI CoachingAI Course
Development & CodeAI Code Review
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
8
9
11
5
Code reviews
–
–
Courses
–
–
GitHub pull requests
–
–
Code quality
–
–
Code security analysis
–
–
Code analysis
–
–
Education
–
–
Coaching
–
–
–
Community
–
–
–
Curriculum navigation
–
–
–
Learning paths
–
–
–
Self-education guidance
–
–
–
Code documentation
–
–
–
Code testing
–
–
–
Community engagement
–
–
–
Email marketing
–
–
–
Study plans
–
–
–
Tutoring
–
–
–
Virtual coaching
–
–
–
Agents
–
–
–
Course creation
–
–
–
Development
–
–
–
Marketing automation
–
–
–
Note taking
–
–
–
Summarizing
–
–
–
Workflows
–
–
–
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.