GitHub Copilot Autofix vs Code Wiki vs Frontegg vs Kilo Code Reviewer

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

Your tool
GitHub Copilot Autofix
vs
Competitor 1
Code Wiki
Competitor 2
Frontegg
Competitor 3
Kilo Code Reviewer
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 Code Wiki
codewiki.google
Your codebase documents itself—that's the core promise here
Make main Remove
Competitor Frontegg
frontegg.com
Identity management gets sold as plug-and-play
Make main Remove
Competitor Kilo Code Reviewer
kilo.ai
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
152.5Kvisits/mo
129.6Kvisits/mo
1Mvisits/mo
MoM change
—
▼ 17.8%
▼ 4.9%
▼ 17.7%
6-month growth
—
-70.8%
-3.4%
-45.8%
Global rank web
—
#251,881
—
#41,702
Avg. last 3 months
—
225.3K
134K
1.3M
Bounce rate lower is better
—
41%
36%
41%
Pages / visit
—
3.0
2.8
3.3
Visit duration
—
55s
1m 26s
2m 00s
Traffic sources
—
● Direct 76% · ● Referral 24%
● Direct 90% · ● Referral 6%
● Direct 85% · ● Referral 13%
GitHub Copilot AutofixCode WikiFronteggKilo Code Reviewer
0478.7K957.5K1.4M1.9MCode Wiki · 485KCode Wiki · 826KCode Wiki · 542.2KCode Wiki · 522.7KCode Wiki · 400.3KCode Wiki · 227.3KCode Wiki · 338.1KCode Wiki · 185.4KCode Wiki · 152.5KFrontegg · 163.8KFrontegg · 161.9KFrontegg · 134.1KFrontegg · 130.9KFrontegg · 125.7KFrontegg · 136.1KFrontegg · 136.3KFrontegg · 129.6KKilo 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 · 1M100K1M10MCode Wiki · 485KCode Wiki · 826KCode Wiki · 542.2KCode Wiki · 522.7KCode Wiki · 400.3KCode Wiki · 227.3KCode Wiki · 338.1KCode Wiki · 185.4KCode Wiki · 152.5KFrontegg · 163.8KFrontegg · 161.9KFrontegg · 134.1KFrontegg · 130.9KFrontegg · 125.7KFrontegg · 136.1KFrontegg · 136.3KFrontegg · 129.6KKilo 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 · 1MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Free Trial
Free
Freemium
Freemium
Starting price
$30per month
Free
Free tier
$15per month · free tier available
Free tier
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Free trial
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–
–
API access
–
–
–
–
Plans
GitHub Code Security $30/moGitHub Secret Protection $19/mo
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Pay as you go FreeEnterprise Custom
Free & Open Source FreeTeams $15/moKilo Pass $19/moEnterprise Custom
Capabilities input → output
Input
Code
Code
Code
Code
Output
Code
ImagesText
Apps
Text
Skill level
Intermediate
Intermediate
Advanced
Intermediate
Categories
Development & CodeAI Code Review
Development & CodeAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeAI Code Review
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
7
7
2
5
GitHub pull requests
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Code security analysis
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Code reviews
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Code analysis
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Code documentation
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–
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Code security
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–
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Codebase q a
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–
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Architecture
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–
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Code explanations
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–
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Code quality
–
–
–
Developer tools
–
–
–
Vulnerability analysis
–
–
–
Code summaries
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–
–
Cybersecurity vulnerabilities
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–
–
Fraud detection
–
–
–
GitHub automation
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 1
▲ 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.