Screenpipe vs CodeRabbit vs Constella vs Liminary

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

Your tool
Screenpipe
vs
Competitor 1
CodeRabbit
Competitor 2
Constella
Competitor 3
Liminary
Compare
4 tools · best value per row highlighted
Your tool 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.
Remove
Competitor CodeRabbit
coderabbit.ai
Automated code review that matters
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
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
Traffic estimated monthly website traffic
Monthly visits
—
1Mvisits/mo
7.4Kvisits/mo
23.3Kvisits/mo
MoM change
—
▼ 22.7%
▼ 2.5%
▼ 18.4%
6-month growth
—
+50.4%
+67.1%
-10.4%
Global rank web
—
#38,145
#1,944,958
#1,028,276
Avg. last 3 months
—
1.2M
9.2K
24.3K
Bounce rate lower is better
—
49%
35%
37%
Pages / visit
—
3.5
5.0
2.0
Visit duration
—
1m 55s
1m 48s
51s
Traffic sources
—
● Direct 73% · ● Referral 24%
—
—
ScreenpipeCodeRabbitConstellaLiminary
0331.5K663K994.5K1.3MCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4KLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3K1K10K100K1M10MCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4KLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
$20.83per month · free tier available
$24per month
$5.99per month · free tier available
$29per month · free tier available
Free tier
–
Free trial
–
–
API access
–
–
–
Plans
Free FreeBasic $20.83/moBusiness $41.67/moEnterprise Custom
Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
Free FreeConstella Beta $5.99/yr
Explorer FreePro $29/moTeam $50/mo
Capabilities input → output
Input
AudioVideo
Code
DocumentsTextWeb pages
DocumentsTextWeb pages
Output
Text
CodeText
Text
Text
Skill level
Advanced
Intermediate
Intermediate
Intermediate
Categories
Education & LearningProductivity & OfficeAI AgentAI Knowledge Management+1 more
Development & CodeAI Code Review
Education & LearningAI Knowledge Management
Education & LearningAI Knowledge Management
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
10
8
5
6
Knowledge bases
–
Digital information management
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Note taking
–
–
Bookmarking
–
–
–
Code reviews
–
–
–
GitHub pull requests
–
–
–
Screen recordings
–
–
–
Agents
–
–
–
Chrome extensions
–
–
–
Code analysis
–
–
–
Code documentation
–
–
–
Code quality
–
–
–
Code security analysis
–
–
–
Code testing
–
–
–
Digital memory recall
–
–
–
Knowledge exploration
–
–
–
MCP
–
–
–
Research
–
–
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Transcription
–
–
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Development
–
–
–
Meeting notes
–
–
–
OCR
–
–
–
Self hosted
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–
–
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.