Liminary vs CodeGPT vs Kilo Code vs Fabric

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

Your tool
Liminary
vs
Competitor 1
CodeGPT
Competitor 2
Kilo Code
Competitor 3
Fabric
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 CodeGPT
codegpt.co
ChatGPT in your code editor
Competitor Kilo Code
kilocode.ai
Kilo Code is an open source AI agent Visual Studio (VS) Code extension that focuses on enhancing the efficiency of coding. The tool can generate code, automate tasks, and offer practical suggestions.
Competitor Fabric
fabric.so
Traffic estimated monthly website traffic
Monthly visits
23.3Kvisits/mo
188.3Kvisits/mo
1.9Kvisits/mo
173.7Kvisits/mo
MoM change
▼ 18.4%
▲ 0.8%
▼ 42.3%
▼ 3.2%
6-month growth
-10.4%
-37.2%
-94.4%
-31.7%
Global rank web
#1,028,276
#251,957
#4,668,091
#212,025
Avg. last 3 months
24.3K
196.6K
10.5K
183.1K
Bounce rate lower is better
37%
43%
34%
40%
Pages / visit
2.0
1.9
2.4
3.3
Visit duration
51s
38s
19s
1m 07s
Traffic sources
—
● Direct 58% · ● Referral 42%
—
● Direct 87% · ● Referral 10%
LiminaryCodeGPTKilo CodeFabric
0186.2K372.3K558.5K744.7KLiminary · 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 · 188.3KKilo Code · 744.7KKilo Code · 164KKilo Code · 48.6KKilo Code · 16KKilo Code · 33.5KKilo Code · 14.4KKilo Code · 10.5KKilo Code · 26.4KKilo Code · 3.2KKilo Code · 1.9KFabric · 215.5KFabric · 241.9KFabric · 253.6KFabric · 240.2KFabric · 254.4KFabric · 233.4KFabric · 277.4KFabric · 196.2KFabric · 179.4KFabric · 173.7K1K10K100K1MLiminary · 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 · 188.3KKilo Code · 744.7KKilo Code · 164KKilo Code · 48.6KKilo Code · 16KKilo Code · 33.5KKilo Code · 14.4KKilo Code · 10.5KKilo Code · 26.4KKilo Code · 3.2KKilo Code · 1.9KFabric · 215.5KFabric · 241.9KFabric · 253.6KFabric · 240.2KFabric · 254.4KFabric · 233.4KFabric · 277.4KFabric · 196.2KFabric · 179.4KFabric · 173.7KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Free Trial
Starting price
$29per month · free tier available
$9per month · free tier available
$20per month · free tier available
$8per month
Free tier
–
Free trial
–
–
API access
–
–
–
–
Plans
Explorer FreePro $29/moTeam $50/mo
Free FreeProfessional $9/moTeams $27/moEnterprise Custom
—
Pro $8/moPlus $18/moPlan 3 $54/moPlan 4 $96/mo+1 more
Capabilities input → output
Input
DocumentsTextWeb pages
CodeText
CodeText
AudioDocumentsTextWeb pages
Output
Text
Code
Code
Text
Skill level
Intermediate
Intermediate
Advanced
Intermediate
Categories
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
6
3
5
5
Coding
–
–
Knowledge bases
–
–
Note taking
–
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Bookmarking
–
–
–
Chrome extensions
–
–
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Coding in VS Code
–
–
–
Debugging
–
–
–
Files
–
–
–
Code analysis
–
–
–
Development
–
–
–
Digital information management
–
–
–
File sharing
–
–
–
Idea management
–
–
–
MCP
–
–
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Vs code
–
–
–
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
0
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.