llama.cpp vs Windsurf vs GitHub Copilot vs Vertex AI

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

Your tool
llama.cpp
vs
Competitor 1
Windsurf
Competitor 2
GitHub Copilot
Competitor 3
Vertex AI
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.
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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 GitHub Copilot
github.com
Your AI pair programmer that actually knows the codebase
Make main Remove
Competitor Vertex AI
cloud.google.com
Google Vertex AI is Google Cloud's machine learning and generative AI platform, now presented under the Agent Platform name.
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
29.6Kvisits/mo
637.9Mvisits/mo
—
MoM change
—
▲ 7.8%
▲ 3.7%
—
6-month growth
—
+122.1%
+19.3%
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Global rank web
—
#1,172,623
#49
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Avg. last 3 months
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26.9K
629.7M
—
Bounce rate lower is better
—
50%
36%
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Pages / visit
—
1.3
5.9
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Visit duration
—
13s
6m 26s
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Traffic sources
—
—
● Direct 83% · ● Referral 15%
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llama.cppWindsurfGitHub CopilotVertex AI
0159.5M318.9M478.4M637.9MWindsurf · 16KWindsurf · 24.3KWindsurf · 15.7KWindsurf · 13.3KWindsurf · 25.4KWindsurf · 29.3KWindsurf · 23.6KWindsurf · 27.5KWindsurf · 29.6KGitHub Copilot · 484.3MGitHub Copilot · 504MGitHub Copilot · 542.6MGitHub Copilot · 534.8MGitHub Copilot · 634.3MGitHub Copilot · 631MGitHub Copilot · 636.1MGitHub Copilot · 615.2MGitHub Copilot · 637.9M10K100K1M10M100M1BWindsurf · 16KWindsurf · 24.3KWindsurf · 15.7KWindsurf · 13.3KWindsurf · 25.4KWindsurf · 29.3KWindsurf · 23.6KWindsurf · 27.5KWindsurf · 29.6KGitHub Copilot · 484.3MGitHub Copilot · 504MGitHub Copilot · 542.6MGitHub Copilot · 534.8MGitHub Copilot · 634.3MGitHub Copilot · 631MGitHub Copilot · 636.1MGitHub Copilot · 615.2MGitHub Copilot · 637.9MNov '25DecJan '26FebMarAprMayJunJul
Pricing
Model
Free
Freemium
Freemium
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Starting price
Free
$20per month · free tier available
$4per month · free tier available
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Free tier
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Free trial
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–
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API access
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Plans
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Free FreePro $20/moMax $200/moTeams $80/mo
Free FreeTeam $4/moEnterprise $21/mo
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Capabilities input → output
Input
TextImages
TextCode
CodeText
ImagesVideoTextDocumentsCode
Output
Text
Code
Code
TextImagesCode
Skill level
Advanced
Advanced
Intermediate
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeProductivity & OfficeAI AgentAI Coding Assistant
Development & CodeProductivity & OfficeAI AgentAI Code Review+1 more
Development & CodeProductivity & OfficeAI AgentAI API+1 more
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
7
8
9
11
Agents
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Developer tools
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Agent management
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Code autocompletion
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Coding
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Code reviews
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Debugging
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LLM development
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APIs
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Local AI
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–
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Agent creation
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–
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Coding in VS Code
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–
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Large language models
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–
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Model training
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–
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Models management
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–
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Self hosted
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–
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Vs code
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Fine-Tuning
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–
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GitHub pull requests
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–
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LLM training
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–
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Llama 3 on mac
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–
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Prompt management
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–
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Terminal
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 1
▲ 0
▲ 0
Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
0
0
2
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.