Screenpipe vs Qoder vs GitBook vs Constella

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

Your tool
Screenpipe
vs
Competitor 1
Qoder
Competitor 2
GitBook
Competitor 3
Constella
Compare
4 tools · best value per row highlighted
Your tool 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.
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Competitor Qoder
qoder.com
Over a million developers already use Qoder
Make main Remove
Competitor GitBook
gitbook.com
GitBook is a documentation and knowledge platform for publishing product docs that work for both people and AI.
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Competitor Constella
constella.app
Opening Constella drops you into a system that ditches the usual file cabinet metaphor entirely
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Traffic estimated monthly website traffic
Monthly visits
—
3Mvisits/mo
—
7.4Kvisits/mo
MoM change
—
▼ 6.6%
—
▼ 2.5%
6-month growth
—
+22.5%
—
+67.1%
Global rank web
—
#15,878
—
#1,944,958
Avg. last 3 months
—
3.1M
—
9.2K
Bounce rate lower is better
—
32%
—
35%
Pages / visit
—
5.0
—
5.0
Visit duration
—
4m 15s
—
1m 48s
Traffic sources
—
● Direct 85% · ● Referral 15%
—
—
ScreenpipeQoderGitBookConstella
0799.8K1.6M2.4M3.2MQoder · 1.1MQoder · 1.3MQoder · 1.4MQoder · 1.2MQoder · 2.4MQoder · 2.2MQoder · 2.7MQoder · 3.1MQoder · 3.2MQoder · 3MConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4K1K10K100K1M10MQoder · 1.1MQoder · 1.3MQoder · 1.4MQoder · 1.2MQoder · 2.4MQoder · 2.2MQoder · 2.7MQoder · 3.1MQoder · 3.2MQoder · 3MConstella · 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
$20.83per month · free tier available
$20per month · free tier available
$65per month · free tier available
$5.99per month · free tier available
Free tier
Free trial
–
–
API access
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–
Plans
Free FreeBasic $20.83/moBusiness $41.67/moEnterprise Custom
Free FreePro $20/moPro+ $60/moUltra $200/mo
Free FreeEssential $65/moUltimate $249/moEnterprise Custom
Free FreeConstella Beta $5.99/yr
Capabilities input → output
Input
AudioVideo
CodeImagesText
CodeText
DocumentsTextWeb pages
Output
Text
Code
DocumentsText
Text
Skill level
Advanced
Intermediate
Beginner-friendly
Intermediate
Categories
Education & LearningProductivity & OfficeAI AgentAI Knowledge Management+1 more
Development & CodeProductivity & OfficeAI AgentAI Coding Assistant
Development & CodeEducation & LearningAI Developer ToolsAI Knowledge Management
Education & LearningAI Knowledge Management
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
4
4
4
5
Knowledge bases
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Digital information management
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Agents
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Coding
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–
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Screen recordings
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–
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Knowledge
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–
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Knowledge exploration
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–
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Research
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–
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Code documentation
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–
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Developer tools
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–
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Development
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–
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Note taking
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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
▲ 0
▲ 0
Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
0
0
0
0
Verified listing
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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.