CodeRabbit vs Liminary vs Stacks vs Qodo (Formerly Codium)

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

Your tool
CodeRabbit
vs
Competitor 1
Liminary
Competitor 2
Stacks
Competitor 3
Qodo (Formerly Codium)
Compare
4 tools · best value per row highlighted
Your tool CodeRabbit
coderabbit.ai
Automated code review that matters
Competitor Liminary
liminary.io
Ever open a browser tab to find something you saved three months ago, only to spend ten minutes hunting through bookmarks
Competitor Stacks
betterstacks.com
Stacks is a personal AI workspace that gathers what you find online into one searchable place.
Competitor Qodo (Formerly Codium)
qodo.ai
Qodo's Rules System lets you define coding standards once—then those standards evolve alongside your codebase
Traffic estimated monthly website traffic
Monthly visits
1Mvisits/mo
23.3Kvisits/mo
6.3Kvisits/mo
276.5Kvisits/mo
MoM change
▼ 22.7%
▼ 18.4%
▼ 8.4%
▲ 9.3%
6-month growth
+50.4%
-10.4%
-50.8%
-29.0%
Global rank web
#38,145
#1,028,276
#3,182,249
#170,528
Avg. last 3 months
1.2M
24.3K
6.1K
268.7K
Bounce rate lower is better
49%
37%
41%
41%
Pages / visit
3.5
2.0
1.7
2.4
Visit duration
1m 55s
51s
6s
49s
Traffic sources
● Direct 73% · ● Referral 24%
—
—
● Direct 85% · ● Referral 11%
CodeRabbitLiminaryStacksQodo (Formerly Codium)
0331.5K663K994.5K1.3MCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KStacks · 7KStacks · 12.2KStacks · 12.8KStacks · 8.7KStacks · 5.7KStacks · 5.1KStacks · 6.8KStacks · 6.3KQodo (Formerly Codium) · 615.8KQodo (Formerly Codium) · 609.3KQodo (Formerly Codium) · 596.7KQodo (Formerly Codium) · 389.5KQodo (Formerly Codium) · 422.6KQodo (Formerly Codium) · 409.8KQodo (Formerly Codium) · 276.6KQodo (Formerly Codium) · 253KQodo (Formerly Codium) · 276.5K1K10K100K1M10MCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KStacks · 7KStacks · 12.2KStacks · 12.8KStacks · 8.7KStacks · 5.7KStacks · 5.1KStacks · 6.8KStacks · 6.3KQodo (Formerly Codium) · 615.8KQodo (Formerly Codium) · 609.3KQodo (Formerly Codium) · 596.7KQodo (Formerly Codium) · 389.5KQodo (Formerly Codium) · 422.6KQodo (Formerly Codium) · 409.8KQodo (Formerly Codium) · 276.6KQodo (Formerly Codium) · 253KQodo (Formerly Codium) · 276.5KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Paid
Freemium
Starting price
$24per month
$29per month · free tier available
$9per month
$30per month
Free tier
–
–
–
Free trial
–
API access
–
–
–
–
Plans
Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
Explorer FreePro $29/moTeam $50/mo
Be Productive $89/yrBe Collaborative $199/yrBe Creative $349/yr
Free Trial CustomPro Team $30/moEnterprise Custom
Capabilities input → output
Input
Code
DocumentsTextWeb pages
DocumentsTextWeb pages
Code
Output
CodeText
Text
Text
CodeText
Skill level
Intermediate
Intermediate
Beginner-friendly
Intermediate
Categories
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
8
6
6
10
Bookmarking
–
–
Code reviews
–
–
GitHub pull requests
–
–
Knowledge bases
–
–
Chrome extensions
–
–
Code quality
–
–
Code testing
–
–
Digital information management
–
–
Code analysis
–
–
Note taking
–
–
Testing
–
–
–
Code documentation
–
–
–
Code security analysis
–
–
–
Coding
–
–
–
Test cases
–
–
–
Test creation
–
–
–
Unit tests
–
–
–
Development
–
–
–
Knowledge exploration
–
–
–
Web search summaries
–
–
–
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
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.