Convolut vs Liminary vs Pieces vs GitHub Copilot

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

Your tool
Convolut
vs
Competitor 1
Liminary
Competitor 2
Pieces
Competitor 3
GitHub Copilot
Compare
4 tools · best value per row highlighted
Your tool Convolut
convolut.app
Convolut functions as a personal AI context bank, solving the problem of repeatedly feeding the same background information to language models
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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 Pieces
pieces.app
Your personal AI coding assistant that remembers everything
Make main Remove
Competitor GitHub Copilot
github.com
Your AI pair programmer that actually knows the codebase
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
23.3Kvisits/mo
169.6Kvisits/mo
637.9Mvisits/mo
MoM change
—
▼ 18.4%
▼ 5.9%
▲ 3.7%
6-month growth
—
-10.4%
-16.0%
+19.3%
Global rank web
—
#1,028,276
#248,413
#49
Avg. last 3 months
—
24.3K
176.5K
629.7M
Bounce rate lower is better
—
37%
44%
36%
Pages / visit
—
2.0
2.2
5.9
Visit duration
—
51s
45s
6m 26s
Traffic sources
—
—
● Direct 68% · ● Referral 30%
● Direct 83% · ● Referral 15%
ConvolutLiminaryPiecesGitHub Copilot
0159.5M318.9M478.4M637.9MLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KPieces · 269.9KPieces · 295.6KPieces · 310.3KPieces · 237KPieces · 202KPieces · 195.3KPieces · 169.9KPieces · 179.9KPieces · 180.1KPieces · 169.6KGitHub Copilot · 484.3MGitHub Copilot · 504MGitHub Copilot · 542.6MGitHub Copilot · 534.8MGitHub Copilot · 634.3MGitHub Copilot · 631MGitHub Copilot · 636.1MGitHub Copilot · 615.2MGitHub Copilot · 637.9M10K100K1M10M100M1BLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KPieces · 269.9KPieces · 295.6KPieces · 310.3KPieces · 237KPieces · 202KPieces · 195.3KPieces · 169.9KPieces · 179.9KPieces · 180.1KPieces · 169.6KGitHub 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
$7per month · free tier available
$29per month · free tier available
$18.99per month
$4per month · free tier available
Free tier
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Free trial
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API access
–
–
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Plans
Free FreeBasic $7/moPlus $12/mo
Explorer FreePro $29/moTeam $50/mo
Pro $18.99/moEnterprise $22.99/mo
Free FreeTeam $4/moEnterprise $21/mo
Capabilities input → output
Input
DocumentsText
DocumentsTextWeb pages
AudioCodeText
CodeText
Output
Text
Text
Text
Code
Skill level
Intermediate
Intermediate
Intermediate
Intermediate
Categories
Education & LearningAI Knowledge Management
Education & LearningAI Knowledge Management
Development & CodeEducation & LearningProductivity & OfficeAI Assistant+2 more
Development & CodeProductivity & OfficeAI AgentAI Code Review+1 more
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
8
6
5
9
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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–
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Code autocompletion
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Code snippets
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–
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Context banks
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–
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Agents
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–
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Chrome extensions
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–
–
Code reviews
–
–
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Coding in VS Code
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–
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Context engineering
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–
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Info storing
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–
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Prompt management
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Vs code
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–
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APIs
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–
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Agent management
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–
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Code documentation
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Debugging
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–
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Knowledge exploration
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–
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Terminal
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–
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Web search summaries
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–
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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
2
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.