Gumloop vs CodeRabbit vs Kilo Code vs Dify

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
Kilo Code
Competitor 3
Dify
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.
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Competitor CodeRabbit
coderabbit.ai
Automated code review that matters
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Competitor Kilo Code
kilocode.ai
Kilo Code is an open source AI agent Visual Studio (VS) Code extension that focuses on enhancing the efficiency of coding. The tool can generate code, automate tasks, and offer practical suggestions.
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Competitor Dify
dify.ai
AI apps without code
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Traffic estimated monthly website traffic
Monthly visits
—
1Mvisits/mo
1.9Kvisits/mo
1Mvisits/mo
MoM change
—
▼ 22.7%
▼ 42.3%
▼ 16.6%
6-month growth
—
+50.4%
-94.4%
-30.6%
Global rank web
—
#38,145
#4,668,091
#39,510
Avg. last 3 months
—
1.2M
10.5K
1.1M
Bounce rate lower is better
—
49%
34%
41%
Pages / visit
—
3.5
2.4
4.4
Visit duration
—
1m 55s
19s
6m 40s
Traffic sources
—
● Direct 73% · ● Referral 24%
—
● Direct 84% · ● Referral 15%
GumloopCodeRabbitKilo CodeDify
0368.2K736.4K1.1M1.5MCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MKilo Code · 744.7KKilo Code · 164KKilo Code · 48.6KKilo Code · 16KKilo Code · 33.5KKilo Code · 14.4KKilo Code · 10.5KKilo Code · 26.4KKilo Code · 3.2KKilo Code · 1.9KDify · 1.1MDify · 1.2MDify · 1.3MDify · 1.1MDify · 1.5MDify · 1.2MDify · 1.1MDify · 1.2MDify · 1.2MDify · 1M1K10K100K1M10MCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MKilo Code · 744.7KKilo Code · 164KKilo Code · 48.6KKilo Code · 16KKilo Code · 33.5KKilo Code · 14.4KKilo Code · 10.5KKilo Code · 26.4KKilo Code · 3.2KKilo Code · 1.9KDify · 1.1MDify · 1.2MDify · 1.3MDify · 1.1MDify · 1.5MDify · 1.2MDify · 1.1MDify · 1.2MDify · 1.2MDify · 1MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Free Trial
Freemium
Freemium
Freemium
Starting price
$37per month
$24per month
$20per month · free tier available
$590per month · free tier available
Free tier
–
–
Free trial
–
–
API access
–
–
Plans
Pro $37/moEnterprise Custom
Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
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Sandbox FreeProfessional $590/yrTeam $1,590/yrEnterprise Custom
Capabilities input → output
Input
DataText
Code
CodeText
DocumentsText
Output
Apps
CodeText
Code
Apps
Skill level
Intermediate
Intermediate
Advanced
Intermediate
Categories
Productivity & OfficeAI AgentAI Workflow
Development & CodeAI Code Review
Development & CodeAI Coding Assistant
Chatbots & CompanionsDevelopment & CodeProductivity & OfficeAI Agent+4 more
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
7
8
5
9
Development
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Agent creation
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–
Agents
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–
No-code
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–
Workflows
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–
Code analysis
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–
Code reviews
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–
–
Coding
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–
–
GitHub pull requests
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–
–
Chatbots
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–
–
Code documentation
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–
–
Code quality
–
–
–
Code security analysis
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–
–
Code testing
–
–
–
Coding in VS Code
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–
–
Developer tools
–
–
–
LLM development
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–
–
Agent management
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–
–
Agent memory
–
–
–
Image generation
–
–
–
Productivity
–
–
–
Vs code
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
▲ 1
Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
0
0
0
0
Verified listing
–
–
–
–

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.