llama.cpp vs GitHub Copilot vs Qodo (Formerly Codium) 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
GitHub Copilot
Competitor 2
Qodo (Formerly Codium)
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 GitHub Copilot
github.com
Your AI pair programmer that actually knows the codebase
Make main Remove
Competitor Qodo (Formerly Codium)
qodo.ai
Qodo's Rules System lets you define coding standards once—then those standards evolve alongside your codebase
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
—
637.9Mvisits/mo
276.5Kvisits/mo
1.1Mvisits/mo
MoM change
—
▲ 3.7%
▲ 9.3%
▲ 181.3%
6-month growth
—
+19.3%
-29.0%
+372.8%
Global rank web
—
#49
#170,528
#55,584
Avg. last 3 months
—
629.7M
268.7K
672K
Bounce rate lower is better
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36%
41%
51%
Pages / visit
—
5.9
2.4
2.6
Visit duration
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6m 26s
49s
1m 57s
Traffic sources
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● Direct 83% · ● Referral 15%
● Direct 85% · ● Referral 11%
● Direct 81% · ● Referral 15%
llama.cppGitHub CopilotQodo (Formerly Codium)Thinking Machines Tinker
0159.5M318.9M478.4M637.9MGitHub Copilot · 484.3MGitHub Copilot · 504MGitHub Copilot · 542.6MGitHub Copilot · 534.8MGitHub Copilot · 634.3MGitHub Copilot · 631MGitHub Copilot · 636.1MGitHub Copilot · 615.2MGitHub Copilot · 637.9MQodo (Formerly Codium) · 615.8KQodo (Formerly Codium) · 609.3KQodo (Formerly Codium) · 596.7KQodo (Formerly Codium) · 389.5KQodo (Formerly Codium) · 422.6KQodo (Formerly Codium) · 409.8KQodo (Formerly Codium) · 276.6KQodo (Formerly Codium) · 253KQodo (Formerly Codium) · 276.5KThinking 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 · 1.1M100K1M10M100M1BGitHub Copilot · 484.3MGitHub Copilot · 504MGitHub Copilot · 542.6MGitHub Copilot · 534.8MGitHub Copilot · 634.3MGitHub Copilot · 631MGitHub Copilot · 636.1MGitHub Copilot · 615.2MGitHub Copilot · 637.9MQodo (Formerly Codium) · 615.8KQodo (Formerly Codium) · 609.3KQodo (Formerly Codium) · 596.7KQodo (Formerly Codium) · 389.5KQodo (Formerly Codium) · 422.6KQodo (Formerly Codium) · 409.8KQodo (Formerly Codium) · 276.6KQodo (Formerly Codium) · 253KQodo (Formerly Codium) · 276.5KThinking 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
Freemium
Freemium
Freemium
Starting price
Free
$4per month · free tier available
$30per month
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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 FreeTeam $4/moEnterprise $21/mo
Free Trial CustomPro Team $30/moEnterprise Custom
Inkling-Small Prefill $0.58/usage-basedInkling-Small Sample $0.12/usage-basedVarious Model Training Custom/usage-based
Capabilities input → output
Input
ImagesText
CodeText
Code
CodeData
Output
Text
Code
CodeText
Text
Skill level
Advanced
Intermediate
Intermediate
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeProductivity & OfficeAI AgentAI Code Review+1 more
Development & CodeAI Code ReviewAI Coding AssistantAI Testing
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
7
9
10
4
Code reviews
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Coding
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LLM development
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APIs
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Developer tools
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Code autocompletion
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Fine-Tuning
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Local AI
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Testing
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–
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Agents
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–
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Code quality
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–
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Code testing
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–
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Coding in VS Code
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–
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GitHub pull requests
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–
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Large language models
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–
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Self hosted
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Test cases
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–
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Test creation
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Unit tests
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Vs code
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Agent management
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Code analysis
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Debugging
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–
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Llama 3 on mac
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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
▲ 0
▲ 0
▲ 0
Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
0
2
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.