Claude Code Security vs llama.cpp vs CodeRabbit vs Semgrep Assistant

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

Your tool
Claude Code Security
vs
Competitor 1
llama.cpp
Competitor 2
CodeRabbit
Competitor 3
Semgrep Assistant
Compare
4 tools · best value per row highlighted
Your tool Claude Code Security
claude.com
Claude Code Security remains in research preview—waitlist access only
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Competitor 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 CodeRabbit
coderabbit.ai
Automated code review that matters
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Competitor Semgrep Assistant
semgrep.dev
Semgrep Assistant, now documented as Semgrep Multimodal, is the AI layer of the Semgrep application security platform.
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
123.5Mvisits/mo
—
1Mvisits/mo
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MoM change
▼ 6.8%
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▼ 22.7%
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6-month growth
+106.6%
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+50.4%
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Global rank web
#434
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#38,145
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Avg. last 3 months
125.2M
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1.2M
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Bounce rate lower is better
64%
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49%
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Pages / visit
2.2
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3.5
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Visit duration
2m 36s
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1m 55s
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Traffic sources
● Direct 82% · ● Referral 15%
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● Direct 73% · ● Referral 24%
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Claude Code Securityllama.cppCodeRabbitSemgrep Assistant
035M69.9M104.9M139.9MClaude Code Security · 19.2MClaude Code Security · 19.5MClaude Code Security · 35.8MClaude Code Security · 59.8MClaude Code Security · 139.9MClaude Code Security · 133.1MClaude Code Security · 119.5MClaude Code Security · 132.6MClaude Code Security · 123.5MCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1M100K1M10M100M1BClaude Code Security · 19.2MClaude Code Security · 19.5MClaude Code Security · 35.8MClaude Code Security · 59.8MClaude Code Security · 139.9MClaude Code Security · 133.1MClaude Code Security · 119.5MClaude Code Security · 132.6MClaude Code Security · 123.5MCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Free
Freemium
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Starting price
$17per month · free tier available
Free
$24per month
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Free tier
–
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Free trial
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API access
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Plans
Free FreePro $17/moMax 5x $100/moMax 20x $100/mo+1 more
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Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
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Capabilities input → output
Input
Code
ImagesText
Code
Code
Output
CodeText
Text
CodeText
CodeText
Skill level
Advanced
Advanced
Intermediate
Advanced
Categories
Development & CodeAI Code Review
Development & CodeAI APIAI Developer Tools
Development & CodeAI Code Review
Development & CodeAI Code ReviewAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
7
7
8
7
Code security analysis
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Code reviews
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Code security
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Vulnerability analysis
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Code analysis
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Developer tools
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GitHub pull requests
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Local AI
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Code documentation
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Code quality
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Code testing
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Cybersecurity vulnerabilities
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LLM development
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Large language models
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Security audits
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Self hosted
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APIs
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Code explanations
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Code validation
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Development
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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
▲ 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.