Pieces vs Liminary vs Codespell vs Stacks

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
Codespell
Competitor 3
Stacks
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 Codespell
codespell.ai
CodeSpell, recently rebranded as SoftSpell, operates as an IDE-integrated coding assistant that generates code and documentation through a combination of inline suggestions and chat-based interactions
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Competitor Stacks
betterstacks.com
Stacks is a personal AI workspace that gathers what you find online into one searchable place.
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Traffic estimated monthly website traffic
Monthly visits
169.6Kvisits/mo
23.3Kvisits/mo
—
6.3Kvisits/mo
MoM change
▼ 5.9%
▼ 18.4%
▼ 53.3%
▼ 8.4%
6-month growth
-16.0%
-10.4%
—
-50.8%
Global rank web
#248,413
#1,028,276
#9,819,950
#3,182,249
Avg. last 3 months
176.5K
24.3K
1.6K
6.1K
Bounce rate lower is better
44%
37%
0%
41%
Pages / visit
2.2
2.0
—
1.7
Visit duration
45s
51s
—
6s
Traffic sources
● Direct 68% · ● Referral 30%
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PiecesLiminaryCodespellStacks
077.6K155.2K232.7K310.3KPieces · 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 · 23.3KCodespell · 4.6KCodespell · 3.9KCodespell · 3.2KCodespell · 1.5KStacks · 7KStacks · 12.2KStacks · 12.8KStacks · 8.7KStacks · 5.7KStacks · 5.1KStacks · 6.8KStacks · 6.3K1K10K100K1MPieces · 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 · 23.3KCodespell · 4.6KCodespell · 3.9KCodespell · 3.2KCodespell · 1.5KStacks · 7KStacks · 12.2KStacks · 12.8KStacks · 8.7KStacks · 5.7KStacks · 5.1KStacks · 6.8KStacks · 6.3KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Free Trial
Paid
Starting price
$18.99per month
$29per month · free tier available
$12per month
$9per month
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
Starter $12/moGrowth $20/moEnterprise Custom
Be Productive $89/yrBe Collaborative $199/yrBe Creative $349/yr
Capabilities input → output
Input
AudioCodeText
DocumentsTextWeb pages
CodeText
DocumentsTextWeb pages
Output
Text
Text
CodeDocuments
Text
Skill level
Intermediate
Intermediate
Intermediate
Beginner-friendly
Categories
Development & CodeEducation & LearningProductivity & OfficeAI Assistant+2 more
Education & LearningAI Knowledge Management
Development & CodeAI Coding AssistantAI Testing
Education & LearningProductivity & OfficeAI FilesAI Knowledge Management
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
5
6
9
6
Digital information management
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Bookmarking
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Coding
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Knowledge bases
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Chrome extensions
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Code documentation
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Knowledge exploration
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Note taking
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Code snippets
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Modernization
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Code autocompletion
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Development
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Test automation
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Test cases
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Test creation
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Testing
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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
▲ 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.