Pieces vs Learnbase vs CodeRabbit vs Liminary

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

Your tool
Pieces
vs
Competitor 1
Learnbase
Competitor 2
CodeRabbit
Competitor 3
Liminary
Compare
4 tools · best value per row highlighted
Your tool Pieces
pieces.app
Your personal AI coding assistant that remembers everything
Remove
Competitor Learnbase
learnbase.app
Quick AI responses give you answers
Make main Remove
Competitor CodeRabbit
coderabbit.ai
Automated code review that matters
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
169.6Kvisits/mo
217visits/mo
1Mvisits/mo
23.3Kvisits/mo
MoM change
▼ 5.9%
▼ 71.0%
▼ 22.7%
▼ 18.4%
6-month growth
-16.0%
—
+50.4%
-10.4%
Global rank web
#248,413
—
#38,145
#1,028,276
Avg. last 3 months
176.5K
597
1.2M
24.3K
Bounce rate lower is better
44%
40%
49%
37%
Pages / visit
2.2
1.4
3.5
2.0
Visit duration
45s
4s
1m 55s
51s
Traffic sources
● Direct 68% · ● Referral 30%
—
● Direct 73% · ● Referral 24%
—
PiecesLearnbaseCodeRabbitLiminary
0331.5K663K994.5K1.3MPieces · 269.9KPieces · 295.6KPieces · 310.3KPieces · 237KPieces · 202KPieces · 195.3KPieces · 169.9KPieces · 179.9KPieces · 180.1KPieces · 169.6KLearnbase · 42Learnbase · 374Learnbase · 827Learnbase · 749Learnbase · 217CodeRabbit · 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 · 23.3K101001K10K100K1M10MPieces · 269.9KPieces · 295.6KPieces · 310.3KPieces · 237KPieces · 202KPieces · 195.3KPieces · 169.9KPieces · 179.9KPieces · 180.1KPieces · 169.6KLearnbase · 42Learnbase · 374Learnbase · 827Learnbase · 749Learnbase · 217CodeRabbit · 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 · 23.3KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
$18.99per month
$14.99per month · free tier available
$24per month
$29per month · free tier available
Free tier
–
–
Free trial
–
API access
–
–
–
–
Plans
Pro $18.99/moEnterprise $22.99/mo
Free FreePro $14.99/moEnterprise $0
Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
Explorer FreePro $29/moTeam $50/mo
Capabilities input → output
Input
AudioCodeText
Text
Code
DocumentsTextWeb pages
Output
Text
Text
CodeText
Text
Skill level
Intermediate
Beginner-friendly
Intermediate
Intermediate
Categories
Development & CodeEducation & LearningProductivity & OfficeAI Assistant+2 more
Education & LearningAI Knowledge Management
Development & CodeAI Code Review
Education & LearningAI Knowledge Management
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
5
6
8
6
Code documentation
–
–
Digital information management
–
–
Knowledge bases
–
–
Bookmarking
–
–
–
Code reviews
–
–
–
Code snippets
–
–
–
GitHub pull requests
–
–
–
Learning paths
–
–
–
Chrome extensions
–
–
–
Code analysis
–
–
–
Code quality
–
–
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Code security analysis
–
–
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Code testing
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–
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Coding
–
–
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Learning
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–
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Study plans
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–
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Development
–
–
–
Education
–
–
–
Knowledge
–
–
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Knowledge exploration
–
–
–
Note taking
–
–
–
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.