GitHub Copilot vs llama.cpp vs StartKit vs Windsurf
Which one fits you in 2026? Traffic, pricing, input → output, tasks and community side by side.
Your tool
GitHub Copilot
vs
GitHub Copilot
Competitor 1
llama.cpp
llama.cpp
Competitor 2
StartKit
StartKit
Competitor 3
Windsurf
WindsurfCompare
4 tools · best value per row highlighted
Competitor
llama.cpp
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.
Competitor
StartKit
StartKit
startkit.ai
StartKit hands you the entire backend so you can ship your product faster
Competitor
Windsurf
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.
Traffic estimated monthly website traffic
Monthly visits
637.9Mvisits/mo
—
1.3Kvisits/mo
29.6Kvisits/mo
MoM change
▲ 3.7%
—
▲ 79.8%
▲ 7.8%
6-month growth
+19.3%
—
-36.9%
+122.1%
Global rank web
#49
—
—
#1,172,623
Avg. last 3 months
629.7M
—
756
26.9K
Bounce rate lower is better
36%
—
38%
50%
Pages / visit
5.9
—
1.0
1.3
Visit duration
6m 26s
—
—
13s
Traffic sources
● Direct 83% · ● Referral 15%
—
—
—
GitHub Copilotllama.cppStartKitWindsurf
Pricing
Model
Freemium
Free
Freemium
Freemium
Starting price
$4per month · free tier available
Free
$149per month
$20per month · free tier available
Free tier
–
Free trial
–
–
–
API access
–
–
Plans
Free FreeTeam $4/moEnterprise $21/mo
—
Starter $149Growth $249Concierge $0
Free FreePro $20/moMax $200/moTeams $80/mo
Capabilities input → output
Input
CodeText
ImagesText
Text
CodeText
Output
Code
Text
Code
Code
Skill level
Intermediate
Advanced
Advanced
Advanced
Categories
Tasks what each tool can do · 0 shared · core partial
Tasks covered
9
7
8
8
Coding
–
Developer tools
–
Code autocompletion
–
–
Agents
–
–
Agent management
–
–
Code reviews
–
–
Debugging
–
–
LLM development
–
–
Local AI
–
–
–
Backend development
–
–
–
Coding in VS Code
–
–
–
Large language models
–
–
–
Self hosted
–
–
–
Vs code
–
–
–
APIs
–
–
–
Development
–
–
–
Frontend development
–
–
–
GitHub pull requests
–
–
–
Llama 3 on mac
–
–
–
Payments
–
–
–
SaaS product launches
–
–
–
Terminal
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
▲ 1
Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
2
0
0
0
Verified listing
–
–
–
–
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.