Liminary vs Screenpipe vs CodeRabbit vs Fabric

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
Fabric
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 Fabric
fabric.so
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
23.3Kvisits/mo
—
1Mvisits/mo
173.7Kvisits/mo
MoM change
▼ 18.4%
—
▼ 22.7%
▼ 3.2%
6-month growth
-10.4%
—
+50.4%
-31.7%
Global rank web
#1,028,276
—
#38,145
#212,025
Avg. last 3 months
24.3K
—
1.2M
183.1K
Bounce rate lower is better
37%
—
49%
40%
Pages / visit
2.0
—
3.5
3.3
Visit duration
51s
—
1m 55s
1m 07s
Traffic sources
—
—
● Direct 73% · ● Referral 24%
● Direct 87% · ● Referral 10%
LiminaryScreenpipeCodeRabbitFabric
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 · 1MFabric · 215.5KFabric · 241.9KFabric · 253.6KFabric · 240.2KFabric · 254.4KFabric · 233.4KFabric · 277.4KFabric · 196.2KFabric · 179.4KFabric · 173.7K10K100K1M10MLiminary · 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 · 1MFabric · 215.5KFabric · 241.9KFabric · 253.6KFabric · 240.2KFabric · 254.4KFabric · 233.4KFabric · 277.4KFabric · 196.2KFabric · 179.4KFabric · 173.7KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Free Trial
Starting price
$29per month · free tier available
$20.83per month · free tier available
$24per month
$8per month
Free tier
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–
Free trial
–
API access
–
–
–
Plans
Explorer FreePro $29/moTeam $50/mo
Free FreeBasic $20.83/moBusiness $41.67/moEnterprise Custom
Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
Pro $8/moPlus $18/moPlan 3 $54/moPlan 4 $96/mo+1 more
Capabilities input → output
Input
DocumentsTextWeb pages
AudioVideo
Code
AudioDocumentsTextWeb pages
Output
Text
Text
CodeText
Text
Skill level
Intermediate
Advanced
Intermediate
Intermediate
Categories
Education & LearningAI Knowledge Management
Education & LearningProductivity & OfficeAI AgentAI Knowledge Management+1 more
Development & CodeAI Code Review
Education & LearningProductivity & OfficeAI AssistantAI Files+1 more
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
6
10
8
5
Knowledge bases
–
Digital information management
–
–
Note taking
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Bookmarking
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–
–
Code reviews
–
–
–
GitHub pull requests
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–
–
Screen recordings
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–
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Agents
–
–
–
Chrome extensions
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–
–
Code analysis
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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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Code testing
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Digital memory recall
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–
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Files
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MCP
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–
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Transcription
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Development
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File sharing
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Idea management
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Meeting notes
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OCR
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–
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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
–
–
–
–

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.