CodeRabbit vs LabEx vs GitHub Copilot vs Pathmaker

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

Your tool
CodeRabbit
vs
Competitor 1
LabEx
Competitor 2
GitHub Copilot
Competitor 3
Pathmaker
Compare
4 tools · best value per row highlighted
Your tool CodeRabbit
coderabbit.ai
Automated code review that matters
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Competitor LabEx
labex.io
You're learning Linux commands or Kubernetes deployments through actual terminal sessions and live environments
Make main Remove
Competitor GitHub Copilot
github.com
Your AI pair programmer that actually knows the codebase
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
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Traffic estimated monthly website traffic
Monthly visits
1Mvisits/mo
1.1Mvisits/mo
637.9Mvisits/mo
—
MoM change
▼ 22.7%
▼ 0.5%
▲ 3.7%
—
6-month growth
+50.4%
-5.2%
+19.3%
—
Global rank web
#38,145
#47,847
#49
—
Avg. last 3 months
1.2M
1.2M
629.7M
—
Bounce rate lower is better
49%
46%
36%
0%
Pages / visit
3.5
3.6
5.9
—
Visit duration
1m 55s
3m 32s
6m 26s
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Traffic sources
● Direct 73% · ● Referral 24%
● Direct 84% · ● Referral 12%
● Direct 83% · ● Referral 15%
—
CodeRabbitLabExGitHub CopilotPathmaker
0159.5M318.9M478.4M637.9MCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MLabEx · 1.4MLabEx · 1.4MLabEx · 1.4MLabEx · 1.2MLabEx · 1.1MLabEx · 1MLabEx · 1.1MLabEx · 1.3MLabEx · 1.1MLabEx · 1.1MGitHub Copilot · 484.3MGitHub Copilot · 504MGitHub Copilot · 542.6MGitHub Copilot · 534.8MGitHub Copilot · 634.3MGitHub Copilot · 631MGitHub Copilot · 636.1MGitHub Copilot · 615.2MGitHub Copilot · 637.9M100K1M10M100M1BCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MLabEx · 1.4MLabEx · 1.4MLabEx · 1.4MLabEx · 1.2MLabEx · 1.1MLabEx · 1MLabEx · 1.1MLabEx · 1.3MLabEx · 1.1MLabEx · 1.1MGitHub 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
$24per month
$99.9per month · free tier available
$4per month · free tier available
Free tier
Free tier
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Free trial
–
–
API access
–
–
–
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Plans
Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
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Free FreeTeam $4/moEnterprise $21/mo
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Capabilities input → output
Input
Code
CodeText
CodeText
Text
Output
CodeText
Text
Code
Text
Skill level
Intermediate
Intermediate
Intermediate
Beginner-friendly
Categories
Development & CodeAI Code Review
Education & LearningAI Course
Development & CodeProductivity & OfficeAI AgentAI Code Review+1 more
Education & LearningAI CoachingAI Course
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
8
6
4
7
Code reviews
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Courses
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Coding
–
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Education
–
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Coaching
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–
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Curriculum navigation
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–
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GitHub pull requests
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Self-education guidance
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–
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Tech learning
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–
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Agents
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–
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Code analysis
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–
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Code documentation
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–
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Code quality
–
–
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Code security analysis
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–
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Code testing
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–
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Cybersecurity education
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Linux
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–
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Tutoring
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Virtual coaching
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Agent management
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–
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Development
–
–
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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
2
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.