Fabric vs Pieces vs Liminary vs OpenAI Codex

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

Your tool
Fabric
vs
Competitor 1
Pieces
Competitor 2
Liminary
Competitor 3
OpenAI Codex
Compare
4 tools · best value per row highlighted
Your tool Fabric
fabric.so
Remove
Competitor Pieces
pieces.app
Your personal AI coding assistant that remembers everything
Make main 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 OpenAI Codex
openai.com
A dedicated coding agent that writes and runs code for you
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
173.7Kvisits/mo
169.6Kvisits/mo
23.3Kvisits/mo
204.3Mvisits/mo
MoM change
▼ 3.2%
▼ 5.9%
▼ 18.4%
▲ 3.6%
6-month growth
-31.7%
-16.0%
-10.4%
+0.3%
Global rank web
#212,025
#248,413
#1,028,276
#212
Avg. last 3 months
183.1K
176.5K
24.3K
197.3M
Bounce rate lower is better
40%
44%
37%
58%
Pages / visit
3.3
2.2
2.0
3.0
Visit duration
1m 07s
45s
51s
2m 31s
Traffic sources
● Direct 87% · ● Referral 10%
● Direct 68% · ● Referral 30%
—
● Direct 81% · ● Referral 17%
FabricPiecesLiminaryOpenAI Codex
066.6M133.2M199.7M266.3MFabric · 215.5KFabric · 241.9KFabric · 253.6KFabric · 240.2KFabric · 254.4KFabric · 233.4KFabric · 277.4KFabric · 196.2KFabric · 179.4KFabric · 173.7KPieces · 269.9KPieces · 295.6KPieces · 310.3KPieces · 237KPieces · 202KPieces · 195.3KPieces · 169.9KPieces · 179.9KPieces · 180.1KPieces · 169.6KLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KOpenAI Codex · 266.3MOpenAI Codex · 225MOpenAI Codex · 210.1MOpenAI Codex · 191.2MOpenAI Codex · 203.7MOpenAI Codex · 195.7MOpenAI Codex · 203.1MOpenAI Codex · 190.4MOpenAI Codex · 197.2MOpenAI Codex · 204.3M10K100K1M10M100M1BFabric · 215.5KFabric · 241.9KFabric · 253.6KFabric · 240.2KFabric · 254.4KFabric · 233.4KFabric · 277.4KFabric · 196.2KFabric · 179.4KFabric · 173.7KPieces · 269.9KPieces · 295.6KPieces · 310.3KPieces · 237KPieces · 202KPieces · 195.3KPieces · 169.9KPieces · 179.9KPieces · 180.1KPieces · 169.6KLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KOpenAI Codex · 266.3MOpenAI Codex · 225MOpenAI Codex · 210.1MOpenAI Codex · 191.2MOpenAI Codex · 203.7MOpenAI Codex · 195.7MOpenAI Codex · 203.1MOpenAI Codex · 190.4MOpenAI Codex · 197.2MOpenAI Codex · 204.3MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Free Trial
Freemium
Freemium
Freemium
Starting price
$8per month
$18.99per month
$29per month · free tier available
$20per month · free tier available
Free tier
–
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Free trial
–
API access
–
–
–
–
Plans
Pro $8/moPlus $18/moPlan 3 $54/moPlan 4 $96/mo+1 more
Pro $18.99/moEnterprise $22.99/mo
Explorer FreePro $29/moTeam $50/mo
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Capabilities input → output
Input
AudioDocumentsTextWeb pages
AudioCodeText
DocumentsTextWeb pages
CodeText
Output
Text
Text
Text
Code
Skill level
Intermediate
Intermediate
Intermediate
Advanced
Categories
Education & LearningProductivity & OfficeAI AssistantAI Files+1 more
Development & CodeEducation & LearningProductivity & OfficeAI Assistant+2 more
Education & LearningAI Knowledge Management
Development & CodeAI Code ReviewAI Coding Assistant
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
5
5
6
9
Coding
–
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Knowledge bases
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Digital information management
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Code documentation
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Note taking
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Agents
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Bookmarking
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Code snippets
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Chrome extensions
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Files
–
–
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GitHub automation
–
–
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GitHub pull requests
–
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Code reviews
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Debugging
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Development
–
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File sharing
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Idea management
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Knowledge exploration
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Terminal
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Web search summaries
–
–
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
▲ 1
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.