Pathmaker vs Kaggle vs GitHub Copilot vs Shiken

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

Your tool
Pathmaker
vs
Competitor 1
Kaggle
Competitor 2
GitHub Copilot
Competitor 3
Shiken
Compare
4 tools · best value per row highlighted
Your tool 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 Kaggle
kaggle.com
Kaggle is Google's community platform for data science and machine learning.
Make main Remove
Competitor GitHub Copilot
github.com
Your AI pair programmer that actually knows the codebase
Make main Remove
Competitor Shiken
shiken.ai
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
—
637.9Mvisits/mo
18.4Kvisits/mo
MoM change
—
—
▲ 3.7%
▲ 5.2%
6-month growth
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+19.3%
-24.2%
Global rank web
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#49
#1,495,921
Avg. last 3 months
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629.7M
18.4K
Bounce rate lower is better
0%
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36%
40%
Pages / visit
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5.9
1.7
Visit duration
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6m 26s
20s
Traffic sources
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● Direct 83% · ● Referral 15%
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PathmakerKaggleGitHub CopilotShiken
0159.5M318.9M478.4M637.9MGitHub Copilot · 484.3MGitHub Copilot · 504MGitHub Copilot · 542.6MGitHub Copilot · 534.8MGitHub Copilot · 634.3MGitHub Copilot · 631MGitHub Copilot · 636.1MGitHub Copilot · 615.2MGitHub Copilot · 637.9MShiken · 41KShiken · 44.8KShiken · 53.6KShiken · 24.2KShiken · 23.8KShiken · 20.2KShiken · 19.4KShiken · 17.5KShiken · 18.4K10K100K1M10M100M1BGitHub Copilot · 484.3MGitHub Copilot · 504MGitHub Copilot · 542.6MGitHub Copilot · 534.8MGitHub Copilot · 634.3MGitHub Copilot · 631MGitHub Copilot · 636.1MGitHub Copilot · 615.2MGitHub Copilot · 637.9MShiken · 41KShiken · 44.8KShiken · 53.6KShiken · 24.2KShiken · 23.8KShiken · 20.2KShiken · 19.4KShiken · 17.5KShiken · 18.4KNov '25DecJan '26FebMarAprMayJunJul
Pricing
Model
Freemium
Free
Freemium
Freemium
Starting price
Free tier
Free
$4per month · free tier available
$25per month · free tier available
Free tier
Free trial
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API access
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Plans
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Free Free
Free FreeTeam $4/moEnterprise $21/mo
Free FreeLearner Plus $25/moLearner Pro $50/moCreator Solo $149/mo+2 more
Capabilities input → output
Input
Text
CodeData
CodeText
AudioDocumentsWeb pages
Output
Text
CodeData
Code
DocumentsSlidesText
Skill level
Beginner-friendly
Intermediate
Intermediate
Intermediate
Categories
Education & LearningAI CoachingAI Course
Development & CodeEducation & LearningResearch & AnalyticsAI Course+2 more
Development & CodeProductivity & OfficeAI AgentAI Code Review+1 more
Education & LearningProductivity & OfficeAI CoachingAI Course+2 more
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
11
8
9
7
Courses
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Coaching
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Course creation
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Education
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Code autocompletion
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Coding
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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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Agents
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Code reviews
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Coding in VS Code
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Elearning content creation
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Flashcards
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Machine learning education
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Model training
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Quiz generation
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Study plans
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Tutoring
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Virtual coaching
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Vs code
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Agent management
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Communication coaching
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Debugging
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Developer tools
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Note taking
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Terminal
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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
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.