Liminary vs Screenpipe vs CodeRabbit vs Stacks

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

Your tool
Liminary
vs
Competitor 1
Screenpipe
Competitor 2
CodeRabbit
Competitor 3
Stacks
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
Remove
Competitor Screenpipe
screenpi.pe
Screenpipe records what appears on your screen and what you hear, turns it into local searchable history, and lets approved AI agents use that history as context.
Make main Remove
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
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%
—
LiminaryScreenpipeCodeRabbitStacks
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
Freemium
Paid
Starting price
$29per month · free tier available
$20.83per month · free tier available
$24per month
$9per month
Free tier
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Free trial
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–
API access
–
–
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Plans
Explorer FreePro $29/moTeam $50/mo
Free FreeBasic $20.83/moBusiness $41.67/moEnterprise Custom
Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
Be Productive $89/yrBe Collaborative $199/yrBe Creative $349/yr
Capabilities input → output
Input
DocumentsTextWeb pages
AudioVideo
Code
DocumentsTextWeb pages
Output
Text
Text
CodeText
Text
Skill level
Intermediate
Advanced
Intermediate
Beginner-friendly
Categories
Education & LearningAI Knowledge Management
Education & LearningProductivity & OfficeAI AgentAI Knowledge Management+1 more
Development & CodeAI Code Review
Education & LearningProductivity & OfficeAI FilesAI Knowledge Management
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
5
4
8
4
Knowledge bases
–
Digital information management
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Note taking
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Bookmarking
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–
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Code reviews
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–
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GitHub pull requests
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Screen recordings
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–
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Agents
–
–
–
Code analysis
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–
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Code documentation
–
–
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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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Development
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Knowledge exploration
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–
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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.