Kaggle vs Pathmaker vs Continue vs Circle

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

Your tool
Kaggle
vs
Competitor 1
Pathmaker
Competitor 2
Continue
Competitor 3
Circle
Compare
4 tools · best value per row highlighted
Your tool Kaggle
kaggle.com
Kaggle is Google's community platform for data science and machine learning.
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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 Continue
continue.dev
Continue is an open-source AI coding agent that was built by a community of developers and has since been acquired by Cursor.
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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.
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Traffic estimated monthly website traffic
Monthly visits
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410.4Kvisits/mo
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MoM change
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▼ 16.6%
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6-month growth
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-24.4%
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Global rank web
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#106,338
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Avg. last 3 months
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539.2K
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Bounce rate lower is better
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0%
48%
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Pages / visit
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2.4
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Visit duration
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1m 44s
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Traffic sources
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● Direct 93% · ● Referral 6%
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KagglePathmakerContinueCircle
0193.8K387.7K581.5K775.3KContinue · 391.5KContinue · 458.8KContinue · 453.4KContinue · 422.2KContinue · 543.1KContinue · 655.7KContinue · 775.3KContinue · 715.2KContinue · 492KContinue · 410.4K100K1MContinue · 391.5KContinue · 458.8KContinue · 453.4KContinue · 422.2KContinue · 543.1KContinue · 655.7KContinue · 775.3KContinue · 715.2KContinue · 492KContinue · 410.4KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Free
Freemium
Free
Free Trial
Starting price
Free
Free tier
Free
$89per month
Free tier
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Free trial
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API access
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Plans
Free Free
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Professional $89/moBusiness $199/moScale $419/moCircle Plus Custom
Capabilities input → output
Input
CodeData
Text
CodeText
Text
Output
CodeData
Text
Code
Apps
Skill level
Intermediate
Beginner-friendly
Advanced
Intermediate
Categories
Development & CodeEducation & LearningResearch & AnalyticsAI Course+2 more
Education & LearningAI CoachingAI Course
Development & CodeAI Code ReviewAI Coding Assistant
Business & MarketingDevelopment & CodeEducation & LearningAI Course+2 more
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
8
11
3
9
Courses
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Education
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Coaching
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Coding
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Community
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Curriculum navigation
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Data analysis learning
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Data science
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Jupyter notebooks
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Learning paths
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Self-education guidance
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Code reviews
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Community engagement
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Email marketing
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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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Agents
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Course creation
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Developer tools
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Development
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Marketing automation
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Note taking
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Summarizing
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Workflows
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
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Saves
0
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Reviews
0
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Prompts
0
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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.