Knowledge Plane vs Qoder vs Windsurf vs Cerebro

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

Your tool
Knowledge Plane
vs
Competitor 1
Qoder
Competitor 2
Windsurf
Competitor 3
Cerebro
Compare
4 tools · best value per row highlighted
Your tool Knowledge Plane
knowledgeplane.io
Engineering teams watch their AI tools hallucinate outdated project details
Remove
Competitor Qoder
qoder.com
Over a million developers already use Qoder
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 Cerebro
heycerebro.com
This platform promises to turn your scattered reading pile into a searchable knowledge base
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
3Mvisits/mo
29.6Kvisits/mo
6.1Kvisits/mo
MoM change
—
▼ 6.6%
▲ 7.8%
▲ 396.9%
6-month growth
—
+22.5%
+122.1%
+948.5%
Global rank web
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#15,878
#1,172,623
#12,572,623
Avg. last 3 months
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3.1M
26.9K
2.7K
Bounce rate lower is better
0%
32%
50%
37%
Pages / visit
—
5.0
1.3
1.0
Visit duration
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4m 15s
13s
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Traffic sources
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● Direct 85% · ● Referral 15%
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Knowledge PlaneQoderWindsurfCerebro
0799.8K1.6M2.4M3.2MQoder · 1.1MQoder · 1.3MQoder · 1.4MQoder · 1.2MQoder · 2.4MQoder · 2.2MQoder · 2.7MQoder · 3.1MQoder · 3.2MQoder · 3MWindsurf · 16KWindsurf · 24.3KWindsurf · 15.7KWindsurf · 13.3KWindsurf · 25.4KWindsurf · 29.3KWindsurf · 23.6KWindsurf · 27.5KWindsurf · 29.6KCerebro · 581Cerebro · 219Cerebro · 1.3KCerebro · 735Cerebro · 1.2KCerebro · 6.1K1001K10K100K1M10MQoder · 1.1MQoder · 1.3MQoder · 1.4MQoder · 1.2MQoder · 2.4MQoder · 2.2MQoder · 2.7MQoder · 3.1MQoder · 3.2MQoder · 3MWindsurf · 16KWindsurf · 24.3KWindsurf · 15.7KWindsurf · 13.3KWindsurf · 25.4KWindsurf · 29.3KWindsurf · 23.6KWindsurf · 27.5KWindsurf · 29.6KCerebro · 581Cerebro · 219Cerebro · 1.3KCerebro · 735Cerebro · 1.2KCerebro · 6.1KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
$19per month · free tier available
$20per month · free tier available
$20per month · free tier available
$4.99per month · free tier available
Free tier
Free trial
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API access
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Plans
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Free FreePro $20/moPro+ $60/moUltra $200/mo
Free FreePro $20/moMax $200/moTeams $80/mo
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Capabilities input → output
Input
CodeDocumentsText
CodeImagesText
CodeText
DocumentsWeb pages
Output
Text
Code
Code
Text
Skill level
Intermediate
Intermediate
Advanced
Intermediate
Categories
Education & LearningAI Knowledge Management
Development & CodeProductivity & OfficeAI AgentAI Coding Assistant
Development & CodeProductivity & OfficeAI AgentAI Coding Assistant
Education & LearningProductivity & OfficeVideo EditingAI Files+2 more
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
12
4
8
7
Coding
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Knowledge bases
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Agents
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Developer tools
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Knowledge graphs
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Knowledge maps
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Code documentation
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Agent management
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Code autocompletion
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Agent memory
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Debugging
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Document chat
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Knowledge
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Knowledge sourcing
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Code reviews
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Codebase q a
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Development
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Digital information management
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GitHub pull requests
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Knowledge consultation
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Knowledge exchange
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PDF analysis
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Slack
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Video summaries
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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
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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.