GitHub Copilot Autofix vs LangChain vs CodeRabbit 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
LangChain
Competitor 2
CodeRabbit
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 LangChain
langchain.com
Framework for building with large language models
Make main Remove
Competitor CodeRabbit
coderabbit.ai
Automated code review that matters
Make main Remove
Competitor Kilo Code Reviewer
kilo.ai
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
3.4Mvisits/mo
1Mvisits/mo
1Mvisits/mo
MoM change
—
▲ 0.7%
▼ 22.7%
▼ 17.7%
6-month growth
—
+21.0%
+50.4%
-45.8%
Global rank web
—
#13,384
#38,145
#41,702
Avg. last 3 months
—
3.3M
1.2M
1.3M
Bounce rate lower is better
—
42%
49%
41%
Pages / visit
—
6.2
3.5
3.3
Visit duration
—
5m 29s
1m 55s
2m 00s
Traffic sources
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● Direct 73% · ● Referral 24%
● Direct 73% · ● Referral 24%
● Direct 85% · ● Referral 13%
GitHub Copilot AutofixLangChainCodeRabbitKilo Code Reviewer
0850.7K1.7M2.6M3.4MLangChain · 3MLangChain · 2.9MLangChain · 3.2MLangChain · 2.8MLangChain · 3.4MLangChain · 3.2MLangChain · 3.1MLangChain · 3.4MLangChain · 3.4MCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MKilo 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 · 1M100K1M10MLangChain · 3MLangChain · 2.9MLangChain · 3.2MLangChain · 2.8MLangChain · 3.4MLangChain · 3.2MLangChain · 3.1MLangChain · 3.4MLangChain · 3.4MCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MKilo 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
Freemium
Freemium
Freemium
Starting price
$30per month
$39per month · free tier available
$24per month
$15per month · free tier available
Free tier
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Free trial
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API access
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–
–
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Plans
GitHub Code Security $30/moGitHub Secret Protection $19/mo
Developer FreePlus $39/moEnterprise Custom/mo
Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
Free & Open Source FreeTeams $15/moKilo Pass $19/moEnterprise Custom
Capabilities input → output
Input
Code
CodeText
Code
Code
Output
Code
Apps
CodeText
Text
Skill level
Intermediate
Advanced
Intermediate
Intermediate
Categories
Development & CodeAI Code Review
Development & CodeProductivity & OfficeAI AgentAI Developer Tools
Development & CodeAI Code Review
Development & CodeAI Code Review
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
7
6
8
5
Code reviews
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Code security analysis
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GitHub pull requests
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Code quality
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Code analysis
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Development
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Agent creation
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–
–
Agents
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–
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Code security
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–
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LLM development
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–
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Code documentation
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–
–
Code testing
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–
–
Developer tools
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–
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Vulnerability analysis
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Agent testing
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Cybersecurity vulnerabilities
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GitHub automation
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 1
▲ 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.