Gumloop vs CodeRabbit vs GitHub Copilot vs OpenAI Frontier

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

Your tool
Gumloop
vs
Competitor 1
CodeRabbit
Competitor 2
GitHub Copilot
Competitor 3
OpenAI Frontier
Compare
4 tools · best value per row highlighted
Your tool Gumloop
gumloop.com
Gumloop is a multiplayer AI agent builder that lets people across a company create agents with the model and integrations they choose while IT keeps control of access.
Remove
Competitor CodeRabbit
coderabbit.ai
Automated code review that matters
Make main Remove
Competitor GitHub Copilot
github.com
Your AI pair programmer that actually knows the codebase
Make main Remove
Competitor OpenAI Frontier
openai.com
Enterprises running AI agents in production need more than API access
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
1Mvisits/mo
637.9Mvisits/mo
204.3Mvisits/mo
MoM change
—
▼ 22.7%
▲ 3.7%
▲ 3.6%
6-month growth
—
+50.4%
+19.3%
+0.3%
Global rank web
—
#38,145
#49
#212
Avg. last 3 months
—
1.2M
629.7M
197.3M
Bounce rate lower is better
—
49%
36%
58%
Pages / visit
—
3.5
5.9
3.0
Visit duration
—
1m 55s
6m 26s
2m 31s
Traffic sources
—
● Direct 73% · ● Referral 24%
● Direct 83% · ● Referral 15%
● Direct 81% · ● Referral 17%
GumloopCodeRabbitGitHub CopilotOpenAI Frontier
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 · 637.9MOpenAI Frontier · 266.3MOpenAI Frontier · 225MOpenAI Frontier · 210.1MOpenAI Frontier · 191.2MOpenAI Frontier · 203.7MOpenAI Frontier · 195.7MOpenAI Frontier · 203.1MOpenAI Frontier · 190.4MOpenAI Frontier · 197.2MOpenAI Frontier · 204.3M100K1M10M100M1BCodeRabbit · 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 · 637.9MOpenAI Frontier · 266.3MOpenAI Frontier · 225MOpenAI Frontier · 210.1MOpenAI Frontier · 191.2MOpenAI Frontier · 203.7MOpenAI Frontier · 195.7MOpenAI Frontier · 203.1MOpenAI Frontier · 190.4MOpenAI Frontier · 197.2MOpenAI Frontier · 204.3MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Free Trial
Freemium
Freemium
Freemium
Starting price
$37per month
$24per month
$4per month · free tier available
$1per month · free tier available
Free tier
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–
Free trial
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API access
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–
–
Plans
Pro $37/moEnterprise Custom
Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
Free FreeTeam $4/moEnterprise $21/mo
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Capabilities input → output
Input
DataText
Code
CodeText
DataText
Output
Apps
CodeText
Code
DataText
Skill level
Intermediate
Intermediate
Intermediate
Advanced
Categories
Productivity & OfficeAI AgentAI Workflow
Development & CodeAI Code Review
Development & CodeProductivity & OfficeAI AgentAI Code Review+1 more
Productivity & OfficeAI AgentAI Workflow
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
7
8
9
8
Agents
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Agent management
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Code reviews
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–
Agent creation
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–
Workflows
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–
Agent memory
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–
Code autocompletion
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–
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Coding
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–
–
GitHub pull requests
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–
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AI governance
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–
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Code analysis
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–
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Code documentation
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–
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Code quality
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–
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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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Coding in VS Code
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–
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No-code
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–
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Vs code
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–
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Agent identity verification
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–
–
Debugging
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–
–
Development
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–
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Image generation
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–
–
Terminal
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–
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Workflow deployment
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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.