Constella vs Claude Code vs GitHub Copilot vs Liminary

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

Your tool
Constella
vs
Competitor 1
Claude Code
Competitor 2
GitHub Copilot
Competitor 3
Liminary
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 Claude Code
claude.com
Every plan tier hits usage limits
Make main 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
Traffic estimated monthly website traffic
Monthly visits
7.4Kvisits/mo
123.5Mvisits/mo
637.9Mvisits/mo
23.3Kvisits/mo
MoM change
▼ 2.5%
▼ 6.8%
▲ 3.7%
▼ 18.4%
6-month growth
+67.1%
+106.6%
+19.3%
-10.4%
Global rank web
#1,944,958
#434
#49
#1,028,276
Avg. last 3 months
9.2K
125.2M
629.7M
24.3K
Bounce rate lower is better
35%
64%
36%
37%
Pages / visit
5.0
2.2
5.9
2.0
Visit duration
1m 48s
2m 36s
6m 26s
51s
Traffic sources
—
● Direct 82% · ● Referral 15%
● Direct 83% · ● Referral 15%
—
ConstellaClaude CodeGitHub CopilotLiminary
0159.5M318.9M478.4M637.9MConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4KClaude Code · 19.2MClaude Code · 19.5MClaude Code · 35.8MClaude Code · 59.8MClaude Code · 139.9MClaude Code · 133.1MClaude Code · 119.5MClaude Code · 132.6MClaude Code · 123.5MGitHub 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 · 7.4KClaude Code · 19.2MClaude Code · 19.5MClaude Code · 35.8MClaude Code · 59.8MClaude Code · 139.9MClaude Code · 133.1MClaude Code · 119.5MClaude Code · 132.6MClaude Code · 123.5MGitHub 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
$17per month · free tier available
$4per month · free tier available
$29per month · free tier available
Free tier
Free trial
–
–
API access
–
–
–
–
Plans
Free FreeConstella Beta $5.99/yr
Free FreePro $17/moMax 5x $100/moMax 20x Custom/mo+2 more
Free FreeTeam $4/moEnterprise $21/mo
Explorer FreePro $29/moTeam $50/mo
Capabilities input → output
Input
DocumentsTextWeb pages
CodeText
CodeText
DocumentsTextWeb pages
Output
Text
Code
Code
Text
Skill level
Intermediate
Intermediate
Intermediate
Intermediate
Categories
Education & LearningAI Knowledge Management
Development & CodeProductivity & OfficeAI AgentAI Code Review+1 more
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
4
5
Coding
–
–
Agents
–
–
Code reviews
–
–
Knowledge bases
–
–
Digital information management
–
–
Note taking
–
–
Bookmarking
–
–
–
Code analysis
–
–
–
Debugging
–
–
–
Knowledge exploration
–
–
–
Research
–
–
–
Agent management
–
–
–
Development
–
–
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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
2
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.