MostlyAI vs Pathmaker vs CodeRabbit vs Kaggle

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

Your tool
MostlyAI
vs
Competitor 1
Pathmaker
Competitor 2
CodeRabbit
Competitor 3
Kaggle
Compare
4 tools · best value per row highlighted
Your tool MostlyAI
mostly.ai
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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 CodeRabbit
coderabbit.ai
Automated code review that matters
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Competitor Kaggle
kaggle.com
Kaggle is Google's community platform for data science and machine learning.
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Traffic estimated monthly website traffic
Monthly visits
43.5Kvisits/mo
—
1Mvisits/mo
—
MoM change
▼ 22.5%
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▼ 22.7%
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6-month growth
-35.7%
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+50.4%
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Global rank web
#791,007
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#38,145
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Avg. last 3 months
55.6K
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1.2M
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Bounce rate lower is better
39%
0%
49%
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Pages / visit
1.8
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3.5
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Visit duration
22s
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1m 55s
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Traffic sources
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● Direct 73% · ● Referral 24%
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MostlyAIPathmakerCodeRabbitKaggle
0331.5K663K994.5K1.3MMostlyAI · 76.8KMostlyAI · 88.7KMostlyAI · 87.8KMostlyAI · 67.7KMostlyAI · 61.8KMostlyAI · 56.7KMostlyAI · 67.3KMostlyAI · 56.1KMostlyAI · 43.5KCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1M10K100K1M10MMostlyAI · 76.8KMostlyAI · 88.7KMostlyAI · 87.8KMostlyAI · 67.7KMostlyAI · 61.8KMostlyAI · 56.7KMostlyAI · 67.3KMostlyAI · 56.1KMostlyAI · 43.5KCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Free
Freemium
Freemium
Free
Starting price
Free
Free tier
$24per month
Free
Free tier
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Free trial
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API access
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Plans
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Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
Free Free
Capabilities input → output
Input
DataText
Text
Code
CodeData
Output
Data
Text
CodeText
CodeData
Skill level
Advanced
Beginner-friendly
Intermediate
Intermediate
Categories
Development & CodeResearch & AnalyticsAI Developer ToolsAI For Data Analytics
Education & LearningAI CoachingAI Course
Development & CodeAI Code Review
Development & CodeEducation & LearningResearch & AnalyticsAI Course+2 more
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
6
11
8
8
Courses
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Data science
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Developer tools
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Education
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Coaching
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Code reviews
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Curriculum navigation
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Data analysis learning
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GitHub pull requests
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Jupyter notebooks
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Learning paths
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Self-education guidance
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Synthetic data
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Code analysis
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Code documentation
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Code quality
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Code security analysis
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Code testing
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Data analysis
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Machine learning education
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Model training
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Study plans
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Tutoring
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Virtual coaching
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Course creation
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Data anonymization
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Data privacy compliance
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Development
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Note taking
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
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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.