Constella vs GitHub Copilot vs Liminary vs Convolut

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

Your tool
Constella
vs
Competitor 1
GitHub Copilot
Competitor 2
Liminary
Competitor 3
Convolut
Compare
4 tools · best value per row highlighted
Your tool Constella
constella.app
Opening Constella drops you into a system that ditches the usual file cabinet metaphor entirely
Remove
Competitor GitHub Copilot
github.com
Your AI pair programmer that actually knows the codebase
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
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
7.4Kvisits/mo
637.9Mvisits/mo
23.3Kvisits/mo
—
MoM change
▼ 2.5%
▲ 3.7%
▼ 18.4%
—
6-month growth
+67.1%
+19.3%
-10.4%
—
Global rank web
#1,944,958
#49
#1,028,276
—
Avg. last 3 months
9.2K
629.7M
24.3K
—
Bounce rate lower is better
35%
36%
37%
—
Pages / visit
5.0
5.9
2.0
—
Visit duration
1m 48s
6m 26s
51s
—
Traffic sources
—
● Direct 83% · ● Referral 15%
—
—
ConstellaGitHub CopilotLiminaryConvolut
0159.5M318.9M478.4M637.9MConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4KGitHub Copilot · 484.3MGitHub Copilot · 504MGitHub Copilot · 542.6MGitHub Copilot · 534.8MGitHub Copilot · 634.3MGitHub Copilot · 631MGitHub Copilot · 636.1MGitHub Copilot · 615.2MGitHub Copilot · 637.9MLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3K1K10K100K1M10M100M1BConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4KGitHub Copilot · 484.3MGitHub Copilot · 504MGitHub Copilot · 542.6MGitHub Copilot · 534.8MGitHub Copilot · 634.3MGitHub Copilot · 631MGitHub Copilot · 636.1MGitHub Copilot · 615.2MGitHub Copilot · 637.9MLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
$5.99per month · free tier available
$4per month · free tier available
$29per month · free tier available
$7per month · free tier available
Free tier
Free trial
–
–
API access
–
–
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Plans
Free FreeConstella Beta $5.99/yr
Free FreeTeam $4/moEnterprise $21/mo
Explorer FreePro $29/moTeam $50/mo
Free FreeBasic $7/moPlus $12/mo
Capabilities input → output
Input
DocumentsTextWeb pages
CodeText
DocumentsTextWeb pages
DocumentsText
Output
Text
Code
Text
Text
Skill level
Intermediate
Intermediate
Intermediate
Intermediate
Categories
Education & LearningAI Knowledge Management
Development & CodeProductivity & OfficeAI AgentAI Code Review+1 more
Education & LearningAI Knowledge Management
Education & LearningAI Knowledge Management
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
5
4
5
6
Knowledge bases
–
Digital information management
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Note taking
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Bookmarking
–
–
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Coding
–
–
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Context banks
–
–
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Agents
–
–
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Code reviews
–
–
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Context engineering
–
–
–
Info storing
–
–
–
Knowledge exploration
–
–
–
Research
–
–
–
Agent management
–
–
–
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
2
0
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.