CodeRabbit vs Shotstack vs GitHub Copilot vs Muapi

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

Your tool
CodeRabbit
vs
Competitor 1
Shotstack
Competitor 2
GitHub Copilot
Competitor 3
Muapi
Compare
4 tools · best value per row highlighted
Your tool CodeRabbit
coderabbit.ai
Automated code review that matters
Remove
Competitor Shotstack
shotstack.io
Shotstack is a cloud video editing API that turns data and templates into rendered videos.
Make main Remove
Competitor GitHub Copilot
github.com
Your AI pair programmer that actually knows the codebase
Make main Remove
Competitor Muapi
muapi.ai
MuAPI consolidates access to over 500 AI models for image, video, and audio generation through a single API endpoint, eliminating the need to manage separate integrations with dozens of providers
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
1Mvisits/mo
—
637.9Mvisits/mo
318.3Kvisits/mo
MoM change
▼ 22.7%
—
▲ 3.7%
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6-month growth
+50.4%
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+19.3%
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Global rank web
#38,145
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#49
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Avg. last 3 months
1.2M
—
629.7M
318.3K
Bounce rate lower is better
49%
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36%
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Pages / visit
3.5
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5.9
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Visit duration
1m 55s
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6m 26s
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Traffic sources
● Direct 73% · ● Referral 24%
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● Direct 83% · ● Referral 15%
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CodeRabbitShotstackGitHub CopilotMuapi
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 · 637.9MMuapi · 318.3K100K1M10M100M1BCodeRabbit · 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 · 637.9MMuapi · 318.3KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Paid
Starting price
$24per month
$39per month
$4per month · free tier available
$10per month
Free tier
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Free trial
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API access
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Plans
Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
Pay as you go $10Starter $39/moPro $99/moScale $199/mo+1 more
Free FreeTeam $4/moEnterprise $21/mo
Suno - Create Music $0.09Qwen Image $0.03LTX-2 Video $0.30
Capabilities input → output
Input
Code
CodeImagesVideo
CodeText
ImagesText
Output
CodeText
Video
Code
AudioImagesVideo
Skill level
Intermediate
Advanced
Intermediate
Advanced
Categories
Development & CodeAI Code Review
Development & CodeVideo EditingAI APIAI Developer Tools+1 more
Development & CodeProductivity & OfficeAI AgentAI Code Review+1 more
Development & CodeAI API
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
8
5
9
6
APIs
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Code reviews
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Developer tools
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Video generation
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Code autocompletion
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Coding
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GitHub pull requests
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Video editing
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Agents
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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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Coding in VS Code
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Image generation
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Personalized videos
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Vs code
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3D models
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Agent management
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Debugging
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Development
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Music creation
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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
▲ 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.