llama.cpp vs Code Wiki vs Windsurf vs Thinking Machines Tinker

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

Your tool
llama.cpp
vs
Competitor 1
Code Wiki
Competitor 2
Windsurf
Competitor 3
Thinking Machines Tinker
Compare
4 tools · best value per row highlighted
Your tool llama.cpp
github.com
llama.cpp is an open-source inference engine that runs large language models and vision-language models on local hardware or in the cloud with minimal setup.
Remove
Competitor Code Wiki
codewiki.google
Your codebase documents itself—that's the core promise here
Make main Remove
Competitor Windsurf
windsurf.com
Windsurf, which now appears on the web as Devin Desktop, is a desktop code editor that doubles as a control room for coding agents.
Make main Remove
Competitor Thinking Machines Tinker
thinkingmachines.ai
A training API that hands control of model fine-tuning to researchers while someone else deals with the servers and scaling headaches
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
152.5Kvisits/mo
29.6Kvisits/mo
1.1Mvisits/mo
MoM change
—
▼ 17.8%
▲ 7.8%
▲ 181.3%
6-month growth
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-70.8%
+122.1%
+372.8%
Global rank web
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#251,881
#1,172,623
#55,584
Avg. last 3 months
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225.3K
26.9K
672K
Bounce rate lower is better
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41%
50%
51%
Pages / visit
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3.0
1.3
2.6
Visit duration
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55s
13s
1m 57s
Traffic sources
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● Direct 76% · ● Referral 24%
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● Direct 81% · ● Referral 15%
llama.cppCode WikiWindsurfThinking Machines Tinker
0264.4K528.7K793.1K1.1MCode Wiki · 485KCode Wiki · 826KCode Wiki · 542.2KCode Wiki · 522.7KCode Wiki · 400.3KCode Wiki · 227.3KCode Wiki · 338.1KCode Wiki · 185.4KCode Wiki · 152.5KWindsurf · 16KWindsurf · 24.3KWindsurf · 15.7KWindsurf · 13.3KWindsurf · 25.4KWindsurf · 29.3KWindsurf · 23.6KWindsurf · 27.5KWindsurf · 29.6KThinking Machines Tinker · 421.8KThinking Machines Tinker · 345.6KThinking Machines Tinker · 223.7KThinking Machines Tinker · 298.7KThinking Machines Tinker · 303.2KThinking Machines Tinker · 582.5KThinking Machines Tinker · 375.9KThinking Machines Tinker · 1.1M10K100K1M10MCode Wiki · 485KCode Wiki · 826KCode Wiki · 542.2KCode Wiki · 522.7KCode Wiki · 400.3KCode Wiki · 227.3KCode Wiki · 338.1KCode Wiki · 185.4KCode Wiki · 152.5KWindsurf · 16KWindsurf · 24.3KWindsurf · 15.7KWindsurf · 13.3KWindsurf · 25.4KWindsurf · 29.3KWindsurf · 23.6KWindsurf · 27.5KWindsurf · 29.6KThinking Machines Tinker · 421.8KThinking Machines Tinker · 345.6KThinking Machines Tinker · 223.7KThinking Machines Tinker · 298.7KThinking Machines Tinker · 303.2KThinking Machines Tinker · 582.5KThinking Machines Tinker · 375.9KThinking Machines Tinker · 1.1MNov '25DecJan '26FebMarAprMayJunJul
Pricing
Model
Free
Free
Freemium
Freemium
Starting price
Free
Free
$20per month · free tier available
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Free tier
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Free trial
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API access
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Plans
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Free FreePro $20/moMax $200/moTeams $80/mo
Inkling-Small Prefill $0.58/usage-basedInkling-Small Sample $0.12/usage-basedVarious Model Training Custom/usage-based
Capabilities input → output
Input
ImagesText
Code
CodeText
CodeData
Output
Text
ImagesText
Code
Text
Skill level
Advanced
Intermediate
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeProductivity & OfficeAI AgentAI Coding Assistant
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
7
7
8
4
Developer tools
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LLM development
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APIs
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GitHub pull requests
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Agent management
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Agents
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Code autocompletion
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Code documentation
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Codebase q a
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Coding
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Fine-Tuning
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Local AI
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Architecture
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Code explanations
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Debugging
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Large language models
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Self hosted
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Code analysis
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Code reviews
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Code summaries
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Llama 3 on mac
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
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▲ 1
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Saves
0
0
0
0
Reviews
0
0
0
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Prompts
0
0
0
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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.