Liminary vs Claude Code vs GitHub Copilot CLI vs Constella

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

Your tool
Liminary
vs
Competitor 1
Claude Code
Competitor 2
GitHub Copilot CLI
Competitor 3
Constella
Compare
4 tools · best value per row highlighted
Your tool Liminary
liminary.io
Ever open a browser tab to find something you saved three months ago, only to spend ten minutes hunting through bookmarks
Competitor Claude Code
claude.com
Every plan tier hits usage limits
Competitor GitHub Copilot CLI
github.com
It reads, writes and runs code, works directly with your issues and pull requests, and carries a task from planning to merged code.
Competitor Constella
constella.app
Opening Constella drops you into a system that ditches the usual file cabinet metaphor entirely
Traffic estimated monthly website traffic
Monthly visits
23.3Kvisits/mo
123.5Mvisits/mo
—
7.4Kvisits/mo
MoM change
▼ 18.4%
▼ 6.8%
—
▼ 2.5%
6-month growth
-10.4%
+106.6%
—
+67.1%
Global rank web
#1,028,276
#434
—
#1,944,958
Avg. last 3 months
24.3K
125.2M
—
9.2K
Bounce rate lower is better
37%
64%
—
35%
Pages / visit
2.0
2.2
—
5.0
Visit duration
51s
2m 36s
—
1m 48s
Traffic sources
—
● Direct 82% · ● Referral 15%
—
—
LiminaryClaude CodeGitHub Copilot CLIConstella
035M69.9M104.9M139.9MLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KClaude 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 · 123.5MConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4K1K10K100K1M10M100M1BLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KClaude 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 · 123.5MConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Free
Freemium
Starting price
$29per month · free tier available
$17per month · free tier available
Free
$5.99per month · free tier available
Free tier
Free trial
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–
–
API access
–
–
–
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Plans
Explorer FreePro $29/moTeam $50/mo
Free FreePro $17/moMax 5x $100/moMax 20x Custom/mo+2 more
—
Free FreeConstella Beta $5.99/yr
Capabilities input → output
Input
DocumentsTextWeb pages
CodeText
CodeText
DocumentsTextWeb pages
Output
Text
Code
Code
Text
Skill level
Intermediate
Intermediate
Intermediate
Intermediate
Categories
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
6
9
5
5
Coding
–
–
Agents
–
–
Knowledge bases
–
–
Digital information management
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–
Note taking
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Bookmarking
–
–
–
Terminal
–
–
–
Chrome extensions
–
–
–
Code analysis
–
–
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Code explanations
–
–
–
Code reviews
–
–
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Debugging
–
–
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GitHub pull requests
–
–
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Knowledge exploration
–
–
–
Research
–
–
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Developer tools
–
–
–
Development
–
–
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GitHub management
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Refactoring
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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
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.