ZeroPath vs CodeRabbit vs Kilo Code vs Semgrep Assistant

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

Your tool
ZeroPath
vs
Competitor 1
CodeRabbit
Competitor 2
Kilo Code
Competitor 3
Semgrep Assistant
Compare
4 tools · best value per row highlighted
Your tool ZeroPath
zeropath.com
Traditional security tools won't scan your codebase for auth bypasses or business logic flaws that only emerge when you understand how the entire application actually works
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Competitor CodeRabbit
coderabbit.ai
Automated code review that matters
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Competitor Kilo Code
kilocode.ai
Kilo Code is an open source AI agent Visual Studio (VS) Code extension that focuses on enhancing the efficiency of coding. The tool can generate code, automate tasks, and offer practical suggestions.
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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.
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Traffic estimated monthly website traffic
Monthly visits
40.6Kvisits/mo
1Mvisits/mo
1.9Kvisits/mo
—
MoM change
▲ 16.1%
▼ 22.7%
▼ 42.3%
—
6-month growth
+50.1%
+50.4%
-94.4%
—
Global rank web
#858,063
#38,145
#4,668,091
—
Avg. last 3 months
38.9K
1.2M
10.5K
—
Bounce rate lower is better
43%
49%
34%
—
Pages / visit
1.7
3.5
2.4
—
Visit duration
22s
1m 55s
19s
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Traffic sources
● Direct 77% · ● Mail 18%
● Direct 73% · ● Referral 24%
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—
ZeroPathCodeRabbitKilo CodeSemgrep Assistant
0331.5K663K994.5K1.3MZeroPath · 48.3KZeroPath · 50.7KZeroPath · 36.6KZeroPath · 27KZeroPath · 34.4KZeroPath · 26.5KZeroPath · 41.2KZeroPath · 35KZeroPath · 40.6KCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MKilo Code · 744.7KKilo Code · 164KKilo Code · 48.6KKilo Code · 16KKilo Code · 33.5KKilo Code · 14.4KKilo Code · 10.5KKilo Code · 26.4KKilo Code · 3.2KKilo Code · 1.9K1K10K100K1M10MZeroPath · 48.3KZeroPath · 50.7KZeroPath · 36.6KZeroPath · 27KZeroPath · 34.4KZeroPath · 26.5KZeroPath · 41.2KZeroPath · 35KZeroPath · 40.6KCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MKilo Code · 744.7KKilo Code · 164KKilo Code · 48.6KKilo Code · 16KKilo Code · 33.5KKilo Code · 14.4KKilo Code · 10.5KKilo Code · 26.4KKilo Code · 3.2KKilo Code · 1.9KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
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Starting price
$1,000per month · free tier available
$24per month
$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
Team $1,000/moEnterprise CustomFree Proof of Value Free
Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
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Capabilities input → output
Input
Code
Code
CodeText
Code
Output
CodeText
CodeText
Code
CodeText
Skill level
Advanced
Intermediate
Advanced
Advanced
Categories
Development & CodeAI Code ReviewAI Developer Tools
Development & CodeAI Code Review
Development & CodeAI Coding Assistant
Development & CodeAI Code ReviewAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
8
8
5
7
Code security analysis
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Code reviews
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Code analysis
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Code security
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Vulnerability analysis
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Development
–
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Coding
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–
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Cybersecurity vulnerabilities
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–
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GitHub pull requests
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–
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Code documentation
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–
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Code quality
–
–
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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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Code explanations
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–
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Code validation
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–
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Cybersecurity
–
–
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Developer tools
–
–
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Security automation
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–
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Vs code
–
–
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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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–
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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.