Mem vs Pieces vs Fabric vs OpenAI Codex

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

Your tool
Mem
vs
Competitor 1
Pieces
Competitor 2
Fabric
Competitor 3
OpenAI Codex
Compare
4 tools · best value per row highlighted
Your tool Mem
mem.ai
Notes that organize themselves
Remove
Competitor Pieces
pieces.app
Your personal AI coding assistant that remembers everything
Make main Remove
Competitor Fabric
fabric.so
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
169.9Kvisits/mo
169.6Kvisits/mo
173.7Kvisits/mo
204.3Mvisits/mo
MoM change
▼ 2.1%
▼ 5.9%
▼ 3.2%
▲ 3.6%
6-month growth
-29.8%
-16.0%
-31.7%
+0.3%
Global rank web
#226,410
#248,413
#212,025
#212
Avg. last 3 months
187.7K
176.5K
183.1K
197.3M
Bounce rate lower is better
36%
44%
40%
58%
Pages / visit
3.0
2.2
3.3
3.0
Visit duration
46s
45s
1m 07s
2m 31s
Traffic sources
● Direct 74% · ● Referral 25%
● Direct 68% · ● Referral 30%
● Direct 87% · ● Referral 10%
● Direct 81% · ● Referral 17%
MemPiecesFabricOpenAI Codex
066.6M133.2M199.7M266.3MMem · 209.8KMem · 206KMem · 241.8KMem · 236.7KMem · 241.8KMem · 236KMem · 362.4KMem · 219.8KMem · 173.5KMem · 169.9KPieces · 269.9KPieces · 295.6KPieces · 310.3KPieces · 237KPieces · 202KPieces · 195.3KPieces · 169.9KPieces · 179.9KPieces · 180.1KPieces · 169.6KFabric · 215.5KFabric · 241.9KFabric · 253.6KFabric · 240.2KFabric · 254.4KFabric · 233.4KFabric · 277.4KFabric · 196.2KFabric · 179.4KFabric · 173.7KOpenAI 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 · 204.3M100K1M10M100M1BMem · 209.8KMem · 206KMem · 241.8KMem · 236.7KMem · 241.8KMem · 236KMem · 362.4KMem · 219.8KMem · 173.5KMem · 169.9KPieces · 269.9KPieces · 295.6KPieces · 310.3KPieces · 237KPieces · 202KPieces · 195.3KPieces · 169.9KPieces · 179.9KPieces · 180.1KPieces · 169.6KFabric · 215.5KFabric · 241.9KFabric · 253.6KFabric · 240.2KFabric · 254.4KFabric · 233.4KFabric · 277.4KFabric · 196.2KFabric · 179.4KFabric · 173.7KOpenAI 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
Freemium
Freemium
Free Trial
Freemium
Starting price
$15per month · free tier available
$18.99per month
$8per month
$20per month · free tier available
Free tier
–
–
Free trial
–
API access
–
–
–
–
Plans
—
Pro $18.99/moEnterprise $22.99/mo
Pro $8/moPlus $18/moPlan 3 $54/moPlan 4 $96/mo+1 more
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Capabilities input → output
Input
AudioTextWeb pages
AudioCodeText
AudioDocumentsTextWeb pages
CodeText
Output
Text
Text
Text
Code
Skill level
Beginner-friendly
Intermediate
Intermediate
Advanced
Categories
Education & LearningProductivity & OfficeAI AssistantAI Knowledge Management+1 more
Development & CodeEducation & LearningProductivity & OfficeAI Assistant+2 more
Education & LearningProductivity & OfficeAI AssistantAI Files+1 more
Development & CodeAI Code ReviewAI Coding Assistant
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
5
5
5
9
Coding
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Knowledge bases
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Note taking
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Code documentation
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Idea management
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Agents
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Code snippets
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Digital information management
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Files
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GitHub automation
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GitHub pull requests
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Chrome extensions
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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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Knowledge exploration
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Terminal
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Transcription
–
–
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 1
▲ 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.