GitHub Copilot vs Liminary vs Augment Code vs Constella

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

Your tool
GitHub Copilot
vs
Competitor 1
Liminary
Competitor 2
Augment Code
Competitor 3
Constella
Compare
4 tools · best value per row highlighted
Your tool GitHub Copilot
github.com
Your AI pair programmer that actually knows the codebase
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 Augment Code
augmentcode.com
Augment Code is an agentic software development company whose Cosmos platform runs software agents across the development lifecycle.
Make main Remove
Competitor Constella
constella.app
Opening Constella drops you into a system that ditches the usual file cabinet metaphor entirely
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
637.9Mvisits/mo
23.3Kvisits/mo
—
7.4Kvisits/mo
MoM change
▲ 3.7%
▼ 18.4%
—
▼ 2.5%
6-month growth
+19.3%
-10.4%
—
+67.1%
Global rank web
#49
#1,028,276
—
#1,944,958
Avg. last 3 months
629.7M
24.3K
—
9.2K
Bounce rate lower is better
36%
37%
—
35%
Pages / visit
5.9
2.0
—
5.0
Visit duration
6m 26s
51s
—
1m 48s
Traffic sources
● Direct 83% · ● Referral 15%
—
—
—
GitHub CopilotLiminaryAugment CodeConstella
0159.5M318.9M478.4M637.9MGitHub 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 · 23.3KConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4K1K10K100K1M10M100M1BGitHub 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 · 23.3KConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Paid
Freemium
Starting price
$4per month · free tier available
$29per month · free tier available
$20per month
$5.99per month · free tier available
Free tier
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Free trial
–
–
API access
–
–
–
–
Plans
Free FreeTeam $4/moEnterprise $21/mo
Explorer FreePro $29/moTeam $50/mo
Standard $20/moBusiness $100/moEnterprise Custom
Free FreeConstella Beta $5.99/yr
Capabilities input → output
Input
CodeText
DocumentsTextWeb pages
CodeText
DocumentsTextWeb pages
Output
Code
Text
Code
Text
Skill level
Intermediate
Intermediate
Advanced
Intermediate
Categories
Development & CodeProductivity & OfficeAI AgentAI Code Review+1 more
Education & LearningAI Knowledge Management
Development & CodeProductivity & OfficeAI AgentAI Code Review+2 more
Education & LearningAI Knowledge Management
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
9
6
6
5
Coding
–
–
Code reviews
–
–
Agents
–
–
Knowledge bases
–
–
Digital information management
–
–
Note taking
–
–
Bookmarking
–
–
–
Code autocompletion
–
–
–
Chrome extensions
–
–
–
Coding in VS Code
–
–
–
Knowledge exploration
–
–
–
Research
–
–
–
Testing
–
–
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Vs code
–
–
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Agent creation
–
–
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Agent management
–
–
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Code testing
–
–
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Debugging
–
–
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Terminal
–
–
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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
2
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.