GitHub Copilot CLI vs Constella vs Liminary vs Jules

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

Your tool
GitHub Copilot CLI
vs
Competitor 1
Constella
Competitor 2
Liminary
Competitor 3
Jules
Compare
4 tools · best value per row highlighted
Your tool 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.
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Competitor Constella
constella.app
Opening Constella drops you into a system that ditches the usual file cabinet metaphor entirely
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
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Competitor Jules
jules.google
An AI coding assistant that works while you sleep sounds like science fiction, but Jules runs continuously in the cloud doing exactly that
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Traffic estimated monthly website traffic
Monthly visits
—
7.4Kvisits/mo
23.3Kvisits/mo
280.8Kvisits/mo
MoM change
—
▼ 2.5%
▼ 18.4%
▼ 27.6%
6-month growth
—
+67.1%
-10.4%
-46.5%
Global rank web
—
#1,944,958
#1,028,276
#198,101
Avg. last 3 months
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9.2K
24.3K
435.9K
Bounce rate lower is better
—
35%
37%
49%
Pages / visit
—
5.0
2.0
1.6
Visit duration
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1m 48s
51s
42s
Traffic sources
—
—
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● Direct 71% · ● Referral 28%
GitHub Copilot CLIConstellaLiminaryJules
0201K402.1K603.1K804.2KConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4KLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KJules · 804.2KJules · 742.5KJules · 525.1KJules · 315.3KJules · 476.6KJules · 638.7KJules · 388.1KJules · 280.8K1K10K100K1MConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4KLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KJules · 804.2KJules · 742.5KJules · 525.1KJules · 315.3KJules · 476.6KJules · 638.7KJules · 388.1KJules · 280.8KDec '25Jan '26FebMarAprMayJunJulAug
Pricing
Model
Free
Freemium
Freemium
Freemium
Starting price
Free
$5.99per month · free tier available
$29per month · free tier available
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Free tier
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Free trial
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–
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API access
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–
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Plans
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Free FreeConstella Beta $5.99/yr
Explorer FreePro $29/moTeam $50/mo
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Capabilities input → output
Input
CodeText
DocumentsTextWeb pages
DocumentsTextWeb pages
CodeText
Output
Code
Text
Text
Code
Skill level
Intermediate
Intermediate
Intermediate
Advanced
Categories
Development & CodeProductivity & OfficeAI AgentAI Coding Assistant
Education & LearningAI Knowledge Management
Education & LearningAI Knowledge Management
Development & CodeProductivity & OfficeAI AgentAI Coding Assistant
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
5
5
6
6
Coding
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Agents
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Knowledge bases
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Digital information management
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Note taking
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Bookmarking
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Chrome extensions
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Code reviews
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–
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Development
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–
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GitHub pull requests
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–
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Knowledge exploration
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Research
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Testing
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–
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Developer tools
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–
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GitHub management
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UI testing
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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
0
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.