Constella vs Liminary vs Sourcegraph Cody

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

Your tool
Constella
vs
Competitor 1
Liminary
Competitor 2
Sourcegraph Cody
Competitor 3
Suggested competitors for Constella: Stacks86% Fabric83% MyMemo82% Convolut82% Pieces79% Knowledge Plane79% Sensay79% Pinster AI79%
Compare
3 tools · best value per row highlighted
Your tool Constella
constella.app
Opening Constella drops you into a system that ditches the usual file cabinet metaphor entirely
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
Make main Remove
Competitor Sourcegraph Cody
sourcegraph.com
AI that knows your codebase
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
7.4Kvisits/mo
23.3Kvisits/mo
185.6Kvisits/mo
MoM change
▼ 2.5%
▼ 18.4%
▼ 10.6%
6-month growth
+67.1%
-10.4%
-40.6%
Global rank web
#1,944,958
#1,028,276
#204,583
Avg. last 3 months
9.2K
24.3K
209.7K
Bounce rate lower is better
35%
37%
42%
Pages / visit
5.0
2.0
2.9
Visit duration
1m 48s
51s
1m 39s
Traffic sources
—
—
● Direct 91% · ● Referral 7%
ConstellaLiminarySourcegraph Cody
099.2K198.5K297.7K396.9KConstella · 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 · 23.3KSourcegraph Cody · 396.9KSourcegraph Cody · 383.2KSourcegraph Cody · 377.2KSourcegraph Cody · 305.8KSourcegraph Cody · 312.4KSourcegraph Cody · 254.6KSourcegraph Cody · 244.5KSourcegraph Cody · 235.9KSourcegraph Cody · 207.6KSourcegraph Cody · 185.6K1K10K100K1MConstella · 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 · 23.3KSourcegraph Cody · 396.9KSourcegraph Cody · 383.2KSourcegraph Cody · 377.2KSourcegraph Cody · 305.8KSourcegraph Cody · 312.4KSourcegraph Cody · 254.6KSourcegraph Cody · 244.5KSourcegraph Cody · 235.9KSourcegraph Cody · 207.6KSourcegraph Cody · 185.6KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Starting price
$5.99per month · free tier available
$29per month · free tier available
$16,000per month
Free tier
–
Free trial
–
API access
–
–
–
Plans
Free FreeConstella Beta $5.99/yr
Explorer FreePro $29/moTeam $50/mo
Enterprise $16,000/yr
Capabilities input → output
Input
DocumentsTextWeb pages
DocumentsTextWeb pages
CodeText
Output
Text
Text
Code
Skill level
Intermediate
Intermediate
Advanced
Categories
Education & LearningAI Knowledge Management
Education & LearningAI Knowledge Management
Development & CodeAI Coding Assistant
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
5
6
4
Knowledge bases
–
Digital information management
–
Note taking
–
Bookmarking
–
–
Coding
–
–
Chrome extensions
–
–
Knowledge exploration
–
–
Research
–
–
Code analysis
–
–
Debugging
–
–
Prompt management
–
–
Web search summaries
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
Saves
0
0
0
Reviews
0
0
0
Prompts
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.