Liminary vs CodeRabbit vs Stacks vs Convolut

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

Your tool
Liminary
vs
Competitor 1
CodeRabbit
Competitor 2
Stacks
Competitor 3
Convolut
Compare
4 tools · best value per row highlighted
Your tool Liminary
liminary.io
Ever open a browser tab to find something you saved three months ago, only to spend ten minutes hunting through bookmarks
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Competitor CodeRabbit
coderabbit.ai
Automated code review that matters
Make main Remove
Competitor Stacks
betterstacks.com
Stacks is a personal AI workspace that gathers what you find online into one searchable place.
Make main Remove
Competitor Convolut
convolut.app
Convolut functions as a personal AI context bank, solving the problem of repeatedly feeding the same background information to language models
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
23.3Kvisits/mo
1Mvisits/mo
6.3Kvisits/mo
—
MoM change
▼ 18.4%
▼ 22.7%
▼ 8.4%
—
6-month growth
-10.4%
+50.4%
-50.8%
—
Global rank web
#1,028,276
#38,145
#3,182,249
—
Avg. last 3 months
24.3K
1.2M
6.1K
—
Bounce rate lower is better
37%
49%
41%
—
Pages / visit
2.0
3.5
1.7
—
Visit duration
51s
1m 55s
6s
—
Traffic sources
—
● Direct 73% · ● Referral 24%
—
—
LiminaryCodeRabbitStacksConvolut
0331.5K663K994.5K1.3MLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MStacks · 7KStacks · 12.2KStacks · 12.8KStacks · 8.7KStacks · 5.7KStacks · 5.1KStacks · 6.8KStacks · 6.3K1K10K100K1M10MLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MStacks · 7KStacks · 12.2KStacks · 12.8KStacks · 8.7KStacks · 5.7KStacks · 5.1KStacks · 6.8KStacks · 6.3KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Paid
Freemium
Starting price
$29per month · free tier available
$24per month
$9per month
$7per month · free tier available
Free tier
–
–
Free trial
–
–
API access
–
–
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Plans
Explorer FreePro $29/moTeam $50/mo
Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
Be Productive $89/yrBe Collaborative $199/yrBe Creative $349/yr
Free FreeBasic $7/moPlus $12/mo
Capabilities input → output
Input
DocumentsTextWeb pages
Code
DocumentsTextWeb pages
DocumentsText
Output
Text
CodeText
Text
Text
Skill level
Intermediate
Intermediate
Beginner-friendly
Intermediate
Categories
Education & LearningAI Knowledge Management
Development & CodeAI Code Review
Education & LearningProductivity & OfficeAI FilesAI Knowledge Management
Education & LearningAI Knowledge Management
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
6
8
6
8
Knowledge bases
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Digital information management
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Note taking
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Bookmarking
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Chrome extensions
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Code reviews
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–
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Context banks
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–
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GitHub pull requests
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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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Code security analysis
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–
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Code testing
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–
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Context engineering
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Info storing
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Prompt management
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APIs
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Development
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Knowledge exploration
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Web search summaries
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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
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.