CodeRabbit vs Liminary vs Screenpipe vs Constella

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
Screenpipe
Competitor 3
Constella
Compare
4 tools · best value per row highlighted
Your tool CodeRabbit
coderabbit.ai
Automated code review that matters
Remove
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
Make main 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 Constella
constella.app
Opening Constella drops you into a system that ditches the usual file cabinet metaphor entirely
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
1Mvisits/mo
23.3Kvisits/mo
—
7.4Kvisits/mo
MoM change
▼ 22.7%
▼ 18.4%
—
▼ 2.5%
6-month growth
+50.4%
-10.4%
—
+67.1%
Global rank web
#38,145
#1,028,276
—
#1,944,958
Avg. last 3 months
1.2M
24.3K
—
9.2K
Bounce rate lower is better
49%
37%
—
35%
Pages / visit
3.5
2.0
—
5.0
Visit duration
1m 55s
51s
—
1m 48s
Traffic sources
● Direct 73% · ● Referral 24%
—
—
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CodeRabbitLiminaryScreenpipeConstella
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 · 23.3KConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4K1K10K100K1M10MCodeRabbit · 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 · 23.3KConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
$24per month
$29per month · free tier available
$20.83per month · free tier available
$5.99per month · free tier available
Free tier
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Free trial
–
–
API access
–
–
–
Plans
Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
Explorer FreePro $29/moTeam $50/mo
Free FreeBasic $20.83/moBusiness $41.67/moEnterprise Custom
Free FreeConstella Beta $5.99/yr
Capabilities input → output
Input
Code
DocumentsTextWeb pages
AudioVideo
DocumentsTextWeb pages
Output
CodeText
Text
Text
Text
Skill level
Intermediate
Intermediate
Advanced
Intermediate
Categories
Development & CodeAI Code Review
Education & LearningAI Knowledge Management
Education & LearningProductivity & OfficeAI AgentAI Knowledge Management+1 more
Education & LearningAI Knowledge Management
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
8
6
10
5
Knowledge bases
–
Digital information management
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Note taking
–
–
Bookmarking
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–
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Code reviews
–
–
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GitHub pull requests
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–
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Screen recordings
–
–
–
Agents
–
–
–
Chrome extensions
–
–
–
Code analysis
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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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–
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Digital memory recall
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–
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Knowledge exploration
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–
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MCP
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–
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Research
–
–
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Transcription
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–
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Development
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–
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Meeting notes
–
–
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OCR
–
–
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Self hosted
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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
–
–
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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.