Pieces vs Liminary vs MindMarks vs OpenAI Codex

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

Your tool
Pieces
vs
Competitor 1
Liminary
Competitor 2
MindMarks
Competitor 3
OpenAI Codex
Compare
4 tools · best value per row highlighted
Your tool Pieces
pieces.app
Your personal AI coding assistant that remembers everything
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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
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Competitor MindMarks
mindmarks.io
MindMarks helps users organize, search, and reuse ChatGPT, Claude, and Gemini
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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
169.6Kvisits/mo
23.3Kvisits/mo
854visits/mo
204.3Mvisits/mo
MoM change
▼ 5.9%
▼ 18.4%
—
▲ 3.6%
6-month growth
-16.0%
-10.4%
—
+0.3%
Global rank web
#248,413
#1,028,276
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#212
Avg. last 3 months
176.5K
24.3K
284
197.3M
Bounce rate lower is better
44%
37%
39%
58%
Pages / visit
2.2
2.0
1.1
3.0
Visit duration
45s
51s
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2m 31s
Traffic sources
● Direct 68% · ● Referral 30%
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—
● Direct 81% · ● Referral 17%
PiecesLiminaryMindMarksOpenAI Codex
066.6M133.2M199.7M266.3MPieces · 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 · 23.3KMindMarks · 854OpenAI 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 · 204.3M1001K10K100K1M10M100M1BPieces · 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 · 23.3KMindMarks · 854OpenAI 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
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Freemium
Starting price
$18.99per month
$29per month · free tier available
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$20per month · free tier available
Free tier
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Free trial
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API access
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Plans
Pro $18.99/moEnterprise $22.99/mo
Explorer FreePro $29/moTeam $50/mo
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Capabilities input → output
Input
AudioCodeText
DocumentsTextWeb pages
Text
CodeText
Output
Text
Text
Text
Code
Skill level
Intermediate
Intermediate
Beginner-friendly
Advanced
Categories
Development & CodeEducation & LearningProductivity & OfficeAI Assistant+2 more
Education & LearningAI Knowledge Management
Education & LearningAI Knowledge Management
Development & CodeAI Code ReviewAI Coding Assistant
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
5
6
7
9
Digital information management
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Coding
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Knowledge bases
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Code documentation
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Agents
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Bookmarking
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Code snippets
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Conversation archiving
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Prompt management
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Chrome extensions
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GitHub automation
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GitHub pull requests
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ChatGPT
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Code reviews
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Conversation summaries
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Debugging
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Development
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Knowledge exploration
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Note taking
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Prompts
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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
▲ 4
▲ 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.