CodeRabbit vs Pathmaker vs GitHub Copilot vs LabEx

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

Your tool
CodeRabbit
vs
Competitor 1
Pathmaker
Competitor 2
GitHub Copilot
Competitor 3
LabEx
Compare
4 tools · best value per row highlighted
Your tool CodeRabbit
coderabbit.ai
Automated code review that matters
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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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Competitor GitHub Copilot
github.com
Your AI pair programmer that actually knows the codebase
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Competitor LabEx
labex.io
You're learning Linux commands or Kubernetes deployments through actual terminal sessions and live environments
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Traffic estimated monthly website traffic
Monthly visits
1Mvisits/mo
—
637.9Mvisits/mo
1.1Mvisits/mo
MoM change
▼ 22.7%
—
▲ 3.7%
▼ 0.5%
6-month growth
+50.4%
—
+19.3%
-5.2%
Global rank web
#38,145
—
#49
#47,847
Avg. last 3 months
1.2M
—
629.7M
1.2M
Bounce rate lower is better
49%
0%
36%
46%
Pages / visit
3.5
—
5.9
3.6
Visit duration
1m 55s
—
6m 26s
3m 32s
Traffic sources
● Direct 73% · ● Referral 24%
—
● Direct 83% · ● Referral 15%
● Direct 84% · ● Referral 12%
CodeRabbitPathmakerGitHub CopilotLabEx
0159.5M318.9M478.4M637.9MCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MGitHub Copilot · 484.3MGitHub Copilot · 504MGitHub Copilot · 542.6MGitHub Copilot · 534.8MGitHub Copilot · 634.3MGitHub Copilot · 631MGitHub Copilot · 636.1MGitHub Copilot · 615.2MGitHub Copilot · 637.9MLabEx · 1.4MLabEx · 1.4MLabEx · 1.4MLabEx · 1.2MLabEx · 1.1MLabEx · 1MLabEx · 1.1MLabEx · 1.3MLabEx · 1.1MLabEx · 1.1M100K1M10M100M1BCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MGitHub Copilot · 484.3MGitHub Copilot · 504MGitHub Copilot · 542.6MGitHub Copilot · 534.8MGitHub Copilot · 634.3MGitHub Copilot · 631MGitHub Copilot · 636.1MGitHub Copilot · 615.2MGitHub Copilot · 637.9MLabEx · 1.4MLabEx · 1.4MLabEx · 1.4MLabEx · 1.2MLabEx · 1.1MLabEx · 1MLabEx · 1.1MLabEx · 1.3MLabEx · 1.1MLabEx · 1.1MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
$24per month
Free tier
$4per month · free tier available
$99.9per month · free tier available
Free tier
–
Free trial
–
–
API access
–
–
–
–
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
Text
CodeText
CodeText
Output
CodeText
Text
Code
Text
Skill level
Intermediate
Beginner-friendly
Intermediate
Intermediate
Categories
Development & CodeAI Code Review
Education & LearningAI CoachingAI Course
Development & CodeProductivity & OfficeAI AgentAI Code Review+1 more
Education & LearningAI Course
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
8
7
4
6
Code reviews
–
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Courses
–
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Coding
–
–
Education
–
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Coaching
–
–
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Curriculum navigation
–
–
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GitHub pull requests
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–
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Self-education guidance
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–
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Tech learning
–
–
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Agents
–
–
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Code analysis
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–
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Code documentation
–
–
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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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Tutoring
–
–
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Virtual coaching
–
–
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Agent management
–
–
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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
–
–
–
–

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.