Liminary vs Screenpipe vs Windsurf vs Constella

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

Your tool
Liminary
vs
Competitor 1
Screenpipe
Competitor 2
Windsurf
Competitor 3
Constella
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
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Competitor Screenpipe
screenpi.pe
Screenpipe records what appears on your screen and what you hear, turns it into local searchable history, and lets approved AI agents use that history as context.
Make main Remove
Competitor Windsurf
windsurf.com
Windsurf, which now appears on the web as Devin Desktop, is a desktop code editor that doubles as a control room for coding agents.
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
—
29.6Kvisits/mo
7.4Kvisits/mo
MoM change
▼ 18.4%
—
▲ 7.8%
▼ 2.5%
6-month growth
-10.4%
—
+122.1%
+67.1%
Global rank web
#1,028,276
—
#1,172,623
#1,944,958
Avg. last 3 months
24.3K
—
26.9K
9.2K
Bounce rate lower is better
37%
—
50%
35%
Pages / visit
2.0
—
1.3
5.0
Visit duration
51s
—
13s
1m 48s
Traffic sources
—
—
—
—
LiminaryScreenpipeWindsurfConstella
09.3K18.6K27.9K37.2KLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KWindsurf · 16KWindsurf · 24.3KWindsurf · 15.7KWindsurf · 13.3KWindsurf · 25.4KWindsurf · 29.3KWindsurf · 23.6KWindsurf · 27.5KWindsurf · 29.6KConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4K1K10K100KLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KWindsurf · 16KWindsurf · 24.3KWindsurf · 15.7KWindsurf · 13.3KWindsurf · 25.4KWindsurf · 29.3KWindsurf · 23.6KWindsurf · 27.5KWindsurf · 29.6KConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
$29per month · free tier available
$20.83per 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 FreeBasic $20.83/moBusiness $41.67/moEnterprise Custom
Free FreePro $20/moMax $200/moTeams $80/mo
Free FreeConstella Beta $5.99/yr
Capabilities input → output
Input
DocumentsTextWeb pages
AudioVideo
CodeText
DocumentsTextWeb pages
Output
Text
Text
Code
Text
Skill level
Intermediate
Advanced
Advanced
Intermediate
Categories
Education & LearningAI Knowledge Management
Education & LearningProductivity & OfficeAI AgentAI Knowledge Management+1 more
Development & CodeProductivity & OfficeAI AgentAI Coding Assistant
Education & LearningAI Knowledge Management
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
6
10
8
5
Knowledge bases
–
Digital information management
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Agents
–
–
Note taking
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Agent management
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–
–
Bookmarking
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–
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Code autocompletion
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–
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Coding
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–
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Screen recordings
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–
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Chrome extensions
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–
–
Debugging
–
–
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Developer tools
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–
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Digital memory recall
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–
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Knowledge exploration
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–
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MCP
–
–
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Research
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Transcription
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–
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Code reviews
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–
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GitHub pull requests
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Meeting notes
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OCR
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Self hosted
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–
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Web search summaries
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–
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 1
▲ 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.