MindMarks vs Liminary vs GitHub Copilot vs Constella

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

Your tool
MindMarks
vs
Competitor 1
Liminary
Competitor 2
GitHub Copilot
Competitor 3
Constella
Compare
4 tools · best value per row highlighted
Your tool MindMarks
mindmarks.io
MindMarks helps users organize, search, and reuse ChatGPT, Claude, and Gemini
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 GitHub Copilot
github.com
Your AI pair programmer that actually knows the codebase
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
854visits/mo
23.3Kvisits/mo
637.9Mvisits/mo
7.4Kvisits/mo
MoM change
—
▼ 18.4%
▲ 3.7%
▼ 2.5%
6-month growth
—
-10.4%
+19.3%
+67.1%
Global rank web
—
#1,028,276
#49
#1,944,958
Avg. last 3 months
284
24.3K
629.7M
9.2K
Bounce rate lower is better
39%
37%
36%
35%
Pages / visit
1.1
2.0
5.9
5.0
Visit duration
—
51s
6m 26s
1m 48s
Traffic sources
—
—
● Direct 83% · ● Referral 15%
—
MindMarksLiminaryGitHub CopilotConstella
0159.5M318.9M478.4M637.9MMindMarks · 854Liminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KGitHub Copilot · 484.3MGitHub Copilot · 504MGitHub Copilot · 542.6MGitHub Copilot · 534.8MGitHub Copilot · 634.3MGitHub Copilot · 631MGitHub Copilot · 636.1MGitHub Copilot · 615.2MGitHub Copilot · 637.9MConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4K1001K10K100K1M10M100M1BMindMarks · 854Liminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KGitHub Copilot · 484.3MGitHub Copilot · 504MGitHub Copilot · 542.6MGitHub Copilot · 534.8MGitHub Copilot · 634.3MGitHub Copilot · 631MGitHub Copilot · 636.1MGitHub Copilot · 615.2MGitHub Copilot · 637.9MConstella · 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
$4per month · free tier available
$5.99per month · free tier available
Free tier
–
Free trial
–
–
API access
–
–
–
–
Plans
—
Explorer FreePro $29/moTeam $50/mo
Free FreeTeam $4/moEnterprise $21/mo
Free FreeConstella Beta $5.99/yr
Capabilities input → output
Input
Text
DocumentsTextWeb pages
CodeText
DocumentsTextWeb pages
Output
Text
Text
Code
Text
Skill level
Beginner-friendly
Intermediate
Intermediate
Intermediate
Categories
Education & LearningAI Knowledge Management
Education & LearningAI Knowledge Management
Development & CodeProductivity & OfficeAI AgentAI Code Review+1 more
Education & LearningAI Knowledge Management
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
4
5
4
5
Knowledge bases
–
Digital information management
–
Note taking
–
–
Bookmarking
–
–
–
Coding
–
–
–
Conversation archiving
–
–
–
Agents
–
–
–
Code reviews
–
–
–
Knowledge exploration
–
–
–
Research
–
–
–
Agent management
–
–
–
Conversation summaries
–
–
–
Web search summaries
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 4
▲ 0
▲ 0
▲ 0
Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
0
0
2
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.