Liminary vs OpenAI Codex vs Constella

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

Your tool
Liminary
vs
Competitor 1
OpenAI Codex
Competitor 2
Constella
Competitor 3
Suggested competitors for Liminary: MyMemo86% Stacks85% Pinster AI85% Fabric81% Convolut81% Knowledge Plane80% Nuclia79% Confluence79%
Compare
3 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 OpenAI Codex
openai.com
A dedicated coding agent that writes and runs code for you
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
204.3Mvisits/mo
7.4Kvisits/mo
MoM change
▼ 18.4%
▲ 3.6%
▼ 2.5%
6-month growth
-10.4%
+0.3%
+67.1%
Global rank web
#1,028,276
#212
#1,944,958
Avg. last 3 months
24.3K
197.3M
9.2K
Bounce rate lower is better
37%
58%
35%
Pages / visit
2.0
3.0
5.0
Visit duration
51s
2m 31s
1m 48s
Traffic sources
—
● Direct 81% · ● Referral 17%
—
LiminaryOpenAI CodexConstella
066.6M133.2M199.7M266.3MLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KOpenAI Codex · 266.3MOpenAI Codex · 225MOpenAI Codex · 210.1MOpenAI Codex · 191.2MOpenAI Codex · 203.7MOpenAI Codex · 195.7MOpenAI Codex · 203.1MOpenAI Codex · 190.4MOpenAI Codex · 197.2MOpenAI Codex · 204.3MConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4K1K10K100K1M10M100M1BLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KOpenAI Codex · 266.3MOpenAI Codex · 225MOpenAI Codex · 210.1MOpenAI Codex · 191.2MOpenAI Codex · 203.7MOpenAI Codex · 195.7MOpenAI Codex · 203.1MOpenAI Codex · 190.4MOpenAI Codex · 197.2MOpenAI Codex · 204.3MConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Starting price
$29per month · free tier available
$20per month · free tier available
$5.99per month · free tier available
Free tier
Free trial
–
–
API access
–
–
–
Plans
Explorer FreePro $29/moTeam $50/mo
—
Free FreeConstella Beta $5.99/yr
Capabilities input → output
Input
DocumentsTextWeb pages
CodeText
DocumentsTextWeb pages
Output
Text
Code
Text
Skill level
Intermediate
Advanced
Intermediate
Categories
Education & LearningAI Knowledge Management
Development & CodeAI Code ReviewAI Coding Assistant
Education & LearningAI Knowledge Management
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
5
4
5
Knowledge bases
–
Digital information management
–
Note taking
–
Bookmarking
–
–
Coding
–
–
Knowledge exploration
–
–
Research
–
–
Code documentation
–
–
Code reviews
–
–
Development
–
–
Web search summaries
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 1
▲ 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.