GitHub Copilot Autofix vs Kilo Code Reviewer vs CodeRabbit vs Semgrep Assistant

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

Your tool
GitHub Copilot Autofix
vs
Competitor 1
Kilo Code Reviewer
Competitor 2
CodeRabbit
Competitor 3
Semgrep Assistant
Compare
4 tools · best value per row highlighted
Your tool GitHub Copilot Autofix
github.com
It reviews vulnerabilities found in code and proposes automated fixes directly in GitHub, so developers can write secure code at scale instead of leaving security tickets in a backlog.
Remove
Competitor Kilo Code Reviewer
kilo.ai
Make main Remove
Competitor CodeRabbit
coderabbit.ai
Automated code review that matters
Make main Remove
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
—
1Mvisits/mo
1Mvisits/mo
—
MoM change
—
▼ 17.7%
▼ 22.7%
—
6-month growth
—
-45.8%
+50.4%
—
Global rank web
—
#41,702
#38,145
—
Avg. last 3 months
—
1.3M
1.2M
—
Bounce rate lower is better
—
41%
49%
—
Pages / visit
—
3.3
3.5
—
Visit duration
—
2m 00s
1m 55s
—
Traffic sources
—
● Direct 85% · ● Referral 13%
● Direct 73% · ● Referral 24%
—
GitHub Copilot AutofixKilo Code ReviewerCodeRabbitSemgrep Assistant
0478.7K957.5K1.4M1.9MKilo Code Reviewer · 144.8KKilo Code Reviewer · 830KKilo Code Reviewer · 1.1MKilo Code Reviewer · 1.9MKilo Code Reviewer · 1.9MKilo Code Reviewer · 1.7MKilo Code Reviewer · 1.4MKilo Code Reviewer · 1.7MKilo Code Reviewer · 1.3MKilo Code Reviewer · 1MCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1M100K1M10MKilo Code Reviewer · 144.8KKilo Code Reviewer · 830KKilo Code Reviewer · 1.1MKilo Code Reviewer · 1.9MKilo Code Reviewer · 1.9MKilo Code Reviewer · 1.7MKilo Code Reviewer · 1.4MKilo Code Reviewer · 1.7MKilo Code Reviewer · 1.3MKilo Code Reviewer · 1MCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Free Trial
Freemium
Freemium
—
Starting price
$30per month
$15per month · free tier available
$24per month
—
Free tier
–
–
–
Free trial
–
–
API access
–
–
–
Plans
GitHub Code Security $30/moGitHub Secret Protection $19/mo
Free & Open Source FreeTeams $15/moKilo Pass $19/moEnterprise Custom
Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
—
Capabilities input → output
Input
Code
Code
Code
Code
Output
Code
Text
CodeText
CodeText
Skill level
Intermediate
Intermediate
Intermediate
Advanced
Categories
Development & CodeAI Code Review
Development & CodeAI Code Review
Development & CodeAI Code Review
Development & CodeAI Code ReviewAI Developer Tools
Tasks what each tool can do · 2 shared · core   partial
Tasks covered
7
5
8
7
Code security analysis
Code reviews
GitHub pull requests
–
Code security
–
–
Code quality
–
–
Vulnerability analysis
–
–
Code analysis
–
–
Code documentation
–
–
–
Code testing
–
–
–
Code explanations
–
–
–
Code validation
–
–
–
Cybersecurity vulnerabilities
–
–
–
Developer tools
–
–
–
Development
–
–
–
GitHub automation
–
–
–
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
–
–
–
–

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.