Pieces vs Liminary vs GitHub Copilot vs Convolut

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

Your tool
Pieces
vs
Competitor 1
Liminary
Competitor 2
GitHub Copilot
Competitor 3
Convolut
Compare
4 tools · best value per row highlighted
Your tool Pieces
pieces.app
Your personal AI coding assistant that remembers everything
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 GitHub Copilot
github.com
Your AI pair programmer that actually knows the codebase
Make main Remove
Competitor Convolut
convolut.app
Convolut functions as a personal AI context bank, solving the problem of repeatedly feeding the same background information to language models
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
169.6Kvisits/mo
23.3Kvisits/mo
637.9Mvisits/mo
—
MoM change
▼ 5.9%
▼ 18.4%
▲ 3.7%
—
6-month growth
-16.0%
-10.4%
+19.3%
—
Global rank web
#248,413
#1,028,276
#49
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Avg. last 3 months
176.5K
24.3K
629.7M
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Bounce rate lower is better
44%
37%
36%
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Pages / visit
2.2
2.0
5.9
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Visit duration
45s
51s
6m 26s
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Traffic sources
● Direct 68% · ● Referral 30%
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● Direct 83% · ● Referral 15%
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PiecesLiminaryGitHub CopilotConvolut
0159.5M318.9M478.4M637.9MPieces · 269.9KPieces · 295.6KPieces · 310.3KPieces · 237KPieces · 202KPieces · 195.3KPieces · 169.9KPieces · 179.9KPieces · 180.1KPieces · 169.6KLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KGitHub Copilot · 484.3MGitHub Copilot · 504MGitHub Copilot · 542.6MGitHub Copilot · 534.8MGitHub Copilot · 634.3MGitHub Copilot · 631MGitHub Copilot · 636.1MGitHub Copilot · 615.2MGitHub Copilot · 637.9M10K100K1M10M100M1BPieces · 269.9KPieces · 295.6KPieces · 310.3KPieces · 237KPieces · 202KPieces · 195.3KPieces · 169.9KPieces · 179.9KPieces · 180.1KPieces · 169.6KLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KGitHub Copilot · 484.3MGitHub Copilot · 504MGitHub Copilot · 542.6MGitHub Copilot · 534.8MGitHub Copilot · 634.3MGitHub Copilot · 631MGitHub Copilot · 636.1MGitHub Copilot · 615.2MGitHub Copilot · 637.9MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
$18.99per month
$29per month · free tier available
$4per month · free tier available
$7per month · free tier available
Free tier
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Free trial
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API access
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Plans
Pro $18.99/moEnterprise $22.99/mo
Explorer FreePro $29/moTeam $50/mo
Free FreeTeam $4/moEnterprise $21/mo
Free FreeBasic $7/moPlus $12/mo
Capabilities input → output
Input
AudioCodeText
DocumentsTextWeb pages
CodeText
DocumentsText
Output
Text
Text
Code
Text
Skill level
Intermediate
Intermediate
Intermediate
Intermediate
Categories
Development & CodeEducation & LearningProductivity & OfficeAI Assistant+2 more
Education & LearningAI Knowledge Management
Development & CodeProductivity & OfficeAI AgentAI Code Review+1 more
Education & LearningAI Knowledge Management
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
5
6
9
8
Digital information management
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Coding
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Knowledge bases
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Note taking
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Bookmarking
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Code autocompletion
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Code snippets
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Context banks
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Agents
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Chrome extensions
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–
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Code reviews
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Coding in VS Code
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Context engineering
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Info storing
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Prompt management
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Vs code
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APIs
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Agent management
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Code documentation
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Debugging
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Knowledge exploration
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Terminal
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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
2
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.