Constella vs CodeGPT vs Augment Code vs Fabric

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

Your tool
Constella
vs
Competitor 1
CodeGPT
Competitor 2
Augment Code
Competitor 3
Fabric
Compare
4 tools · best value per row highlighted
Your tool Constella
constella.app
Opening Constella drops you into a system that ditches the usual file cabinet metaphor entirely
Remove
Competitor CodeGPT
codegpt.co
ChatGPT in your code editor
Make main Remove
Competitor Augment Code
augmentcode.com
Augment Code is an agentic software development company whose Cosmos platform runs software agents across the development lifecycle.
Make main Remove
Competitor Fabric
fabric.so
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
7.4Kvisits/mo
188.3Kvisits/mo
—
173.7Kvisits/mo
MoM change
▼ 2.5%
▲ 0.8%
—
▼ 3.2%
6-month growth
+67.1%
-37.2%
—
-31.7%
Global rank web
#1,944,958
#251,957
—
#212,025
Avg. last 3 months
9.2K
196.6K
—
183.1K
Bounce rate lower is better
35%
43%
—
40%
Pages / visit
5.0
1.9
—
3.3
Visit duration
1m 48s
38s
—
1m 07s
Traffic sources
—
● Direct 58% · ● Referral 42%
—
● Direct 87% · ● Referral 10%
ConstellaCodeGPTAugment CodeFabric
074.9K149.9K224.8K299.7KConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4KCodeGPT · 267.5KCodeGPT · 278.8KCodeGPT · 284.1KCodeGPT · 233.4KCodeGPT · 299.7KCodeGPT · 277.1KCodeGPT · 262.2KCodeGPT · 214.6KCodeGPT · 186.8KCodeGPT · 188.3KFabric · 215.5KFabric · 241.9KFabric · 253.6KFabric · 240.2KFabric · 254.4KFabric · 233.4KFabric · 277.4KFabric · 196.2KFabric · 179.4KFabric · 173.7K1K10K100K1MConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4KCodeGPT · 267.5KCodeGPT · 278.8KCodeGPT · 284.1KCodeGPT · 233.4KCodeGPT · 299.7KCodeGPT · 277.1KCodeGPT · 262.2KCodeGPT · 214.6KCodeGPT · 186.8KCodeGPT · 188.3KFabric · 215.5KFabric · 241.9KFabric · 253.6KFabric · 240.2KFabric · 254.4KFabric · 233.4KFabric · 277.4KFabric · 196.2KFabric · 179.4KFabric · 173.7KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Paid
Free Trial
Starting price
$5.99per month · free tier available
$9per month · free tier available
$20per month
$8per month
Free tier
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Free trial
–
–
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API access
–
–
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Plans
Free FreeConstella Beta $5.99/yr
Free FreeProfessional $9/moTeams $27/moEnterprise Custom
Standard $20/moBusiness $100/moEnterprise Custom
Pro $8/moPlus $18/moPlan 3 $54/moPlan 4 $96/mo+1 more
Capabilities input → output
Input
DocumentsTextWeb pages
CodeText
CodeText
AudioDocumentsTextWeb pages
Output
Text
Code
Code
Text
Skill level
Intermediate
Intermediate
Advanced
Intermediate
Categories
Education & LearningAI Knowledge Management
Development & CodeAI Coding Assistant
Development & CodeProductivity & OfficeAI AgentAI Code Review+2 more
Education & LearningProductivity & OfficeAI AssistantAI Files+1 more
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
5
3
6
5
Coding
–
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Knowledge bases
–
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Note taking
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Code reviews
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–
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Agents
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Debugging
–
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Files
–
–
–
Knowledge exploration
–
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–
Research
–
–
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Testing
–
–
–
Agent creation
–
–
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Code testing
–
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Digital information management
–
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File sharing
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Idea management
–
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MCP
–
–
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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.