Liminary vs Augment Code vs CodeGPT vs Constella

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

Your tool
Liminary
vs
Competitor 1
Augment Code
Competitor 2
CodeGPT
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
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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 CodeGPT
codegpt.co
ChatGPT in your code editor
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
23.3Kvisits/mo
—
188.3Kvisits/mo
7.4Kvisits/mo
MoM change
▼ 18.4%
—
▲ 0.8%
▼ 2.5%
6-month growth
-10.4%
—
-37.2%
+67.1%
Global rank web
#1,028,276
—
#251,957
#1,944,958
Avg. last 3 months
24.3K
—
196.6K
9.2K
Bounce rate lower is better
37%
—
43%
35%
Pages / visit
2.0
—
1.9
5.0
Visit duration
51s
—
38s
1m 48s
Traffic sources
—
—
● Direct 58% · ● Referral 42%
—
LiminaryAugment CodeCodeGPTConstella
074.9K149.9K224.8K299.7KLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KCodeGPT · 267.5KCodeGPT · 278.8KCodeGPT · 284.1KCodeGPT · 233.4KCodeGPT · 299.7KCodeGPT · 277.1KCodeGPT · 262.2KCodeGPT · 214.6KCodeGPT · 186.8KCodeGPT · 188.3KConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4K1K10K100K1MLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KCodeGPT · 267.5KCodeGPT · 278.8KCodeGPT · 284.1KCodeGPT · 233.4KCodeGPT · 299.7KCodeGPT · 277.1KCodeGPT · 262.2KCodeGPT · 214.6KCodeGPT · 186.8KCodeGPT · 188.3KConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Paid
Freemium
Freemium
Starting price
$29per month · free tier available
$20per month
$9per month · free tier available
$5.99per month · free tier available
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
Explorer FreePro $29/moTeam $50/mo
Standard $20/moBusiness $100/moEnterprise Custom
Free FreeProfessional $9/moTeams $27/moEnterprise Custom
Free FreeConstella Beta $5.99/yr
Capabilities input → output
Input
DocumentsTextWeb pages
CodeText
CodeText
DocumentsTextWeb pages
Output
Text
Code
Code
Text
Skill level
Intermediate
Advanced
Intermediate
Intermediate
Categories
Education & LearningAI Knowledge Management
Development & CodeProductivity & OfficeAI AgentAI Code Review+2 more
Development & CodeAI Coding Assistant
Education & LearningAI Knowledge Management
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
5
6
3
5
Coding
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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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Code reviews
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Agents
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Debugging
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Knowledge exploration
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Research
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Testing
–
–
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Code testing
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–
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Cve monitoring
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MCP
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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.