Liminary vs devlo vs CodeGPT vs Fabric

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

Your tool
Liminary
vs
Competitor 1
devlo
Competitor 2
CodeGPT
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
Remove
Competitor devlo
devlo.ai
Engineering teams get a browser-based system that handles code from multiple angles
Make main Remove
Competitor CodeGPT
codegpt.co
ChatGPT in your code editor
Make main Remove
Competitor Fabric
fabric.so
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
23.3Kvisits/mo
—
188.3Kvisits/mo
173.7Kvisits/mo
MoM change
▼ 18.4%
▼ 70.3%
▲ 0.8%
▼ 3.2%
6-month growth
-10.4%
—
-37.2%
-31.7%
Global rank web
#1,028,276
#8,880,689
#251,957
#212,025
Avg. last 3 months
24.3K
537
196.6K
183.1K
Bounce rate lower is better
37%
0%
43%
40%
Pages / visit
2.0
—
1.9
3.3
Visit duration
51s
—
38s
1m 07s
Traffic sources
—
—
● Direct 58% · ● Referral 42%
● Direct 87% · ● Referral 10%
LiminarydevloCodeGPTFabric
074.9K149.9K224.8K299.7KLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3Kdevlo · 7.9Kdevlo · 5.4Kdevlo · 1.6KCodeGPT · 267.5KCodeGPT · 278.8KCodeGPT · 284.1KCodeGPT · 233.4KCodeGPT · 299.7KCodeGPT · 277.1KCodeGPT · 262.2KCodeGPT · 214.6KCodeGPT · 186.8KCodeGPT · 188.3KFabric · 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 · 23.3Kdevlo · 7.9Kdevlo · 5.4Kdevlo · 1.6KCodeGPT · 267.5KCodeGPT · 278.8KCodeGPT · 284.1KCodeGPT · 233.4KCodeGPT · 299.7KCodeGPT · 277.1KCodeGPT · 262.2KCodeGPT · 214.6KCodeGPT · 186.8KCodeGPT · 188.3KFabric · 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
$19per month · free tier available
$9per 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
AppsCode
Code
Text
Skill level
Intermediate
Advanced
Intermediate
Intermediate
Categories
Education & LearningAI Knowledge Management
Development & CodeProductivity & OfficeAI AgentAI App Builder+2 more
Development & CodeAI Coding Assistant
Education & LearningProductivity & OfficeAI AssistantAI Files+1 more
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
6
14
3
5
Coding
–
–
Knowledge bases
–
–
Debugging
–
–
Note taking
–
–
Agents
–
–
–
Bookmarking
–
–
–
Code reviews
–
–
–
GitHub pull requests
–
–
–
Teams performance analytics
–
–
–
Agent creation
–
–
–
Chrome extensions
–
–
–
Development
–
–
–
Files
–
–
–
GitHub
–
–
–
Jira tickets
–
–
–
Code quality
–
–
–
Codebase q a
–
–
–
Digital information management
–
–
–
File sharing
–
–
–
Frontend development
–
–
–
Idea management
–
–
–
MCP
–
–
–
No-code
–
–
–
Web search summaries
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 1
▲ 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.