CodeRabbit vs Screenshot to Code vs CodingFleet vs OpenAI Codex

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

Your tool
CodeRabbit
vs
Competitor 1
Screenshot to Code
Competitor 2
CodingFleet
Competitor 3
OpenAI Codex
Compare
4 tools · best value per row highlighted
Your tool CodeRabbit
coderabbit.ai
Automated code review that matters
Remove
Competitor Screenshot to Code
screenshottocode.com
See it, code it
Make main Remove
Competitor CodingFleet
codingfleet.com
You get three uses as a guest before CodingFleet asks you to buy credits
Make main Remove
Competitor OpenAI Codex
openai.com
A dedicated coding agent that writes and runs code for you
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
1Mvisits/mo
21Kvisits/mo
138.8Kvisits/mo
204.3Mvisits/mo
MoM change
▼ 22.7%
▲ 1.1%
▲ 37.7%
▲ 3.6%
6-month growth
+50.4%
+1.0%
+130.9%
+0.3%
Global rank web
#38,145
#1,209,472
#323,656
#212
Avg. last 3 months
1.2M
20K
101.4K
197.3M
Bounce rate lower is better
49%
42%
46%
58%
Pages / visit
3.5
2.3
1.8
3.0
Visit duration
1m 55s
15s
35s
2m 31s
Traffic sources
● Direct 73% · ● Referral 24%
—
● Direct 88% · ● Referral 10%
● Direct 81% · ● Referral 17%
CodeRabbitScreenshot to CodeCodingFleetOpenAI Codex
066.6M133.2M199.7M266.3MCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MScreenshot to Code · 21KScreenshot to Code · 18.1KScreenshot to Code · 17.4KScreenshot to Code · 20.8KScreenshot to Code · 20.3KScreenshot to Code · 20KScreenshot to Code · 18.2KScreenshot to Code · 20.8KScreenshot to Code · 21KCodingFleet · 77.7KCodingFleet · 70.4KCodingFleet · 85.1KCodingFleet · 60.1KCodingFleet · 65KCodingFleet · 69.2KCodingFleet · 64.4KCodingFleet · 100.9KCodingFleet · 138.8KOpenAI Codex · 266.3MOpenAI Codex · 225MOpenAI Codex · 210.1MOpenAI Codex · 191.2MOpenAI Codex · 203.7MOpenAI Codex · 195.7MOpenAI Codex · 203.1MOpenAI Codex · 190.4MOpenAI Codex · 197.2MOpenAI Codex · 204.3M10K100K1M10M100M1BCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MScreenshot to Code · 21KScreenshot to Code · 18.1KScreenshot to Code · 17.4KScreenshot to Code · 20.8KScreenshot to Code · 20.3KScreenshot to Code · 20KScreenshot to Code · 18.2KScreenshot to Code · 20.8KScreenshot to Code · 21KCodingFleet · 77.7KCodingFleet · 70.4KCodingFleet · 85.1KCodingFleet · 60.1KCodingFleet · 65KCodingFleet · 69.2KCodingFleet · 64.4KCodingFleet · 100.9KCodingFleet · 138.8KOpenAI Codex · 266.3MOpenAI Codex · 225MOpenAI Codex · 210.1MOpenAI Codex · 191.2MOpenAI Codex · 203.7MOpenAI Codex · 195.7MOpenAI Codex · 203.1MOpenAI Codex · 190.4MOpenAI Codex · 197.2MOpenAI Codex · 204.3MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
$24per month
Free tier
$7per month · free tier available
$20per month · free tier available
Free tier
–
Free trial
–
–
API access
–
–
–
–
Plans
Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
—
Free FreePro $7/moUnlimited $25/moElite $45/mo+2 more
—
Capabilities input → output
Input
Code
ImagesVideo
CodeText
CodeText
Output
CodeText
Code
Code
Code
Skill level
Intermediate
Intermediate
Intermediate
Advanced
Categories
Development & CodeAI Code Review
Development & CodeAI Coding Assistant
Development & CodeAI Coding Assistant
Development & CodeAI Code ReviewAI Coding Assistant
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
8
12
5
9
Coding
–
GitHub pull requests
–
–
Code reviews
–
–
Code documentation
–
–
Code testing
–
–
Debugging
–
–
Development
–
–
Agents
–
–
–
Image to UI
–
–
–
Image to code
–
–
–
Screenshot to code
–
–
–
Screenshot web-conversion
–
–
–
Video to code
–
–
–
Code analysis
–
–
–
Code quality
–
–
–
Code security analysis
–
–
–
Frontend development
–
–
–
GitHub automation
–
–
–
Python
–
–
–
React coding
–
–
–
React components
–
–
–
Tailwind
–
–
–
Vue
–
–
–
Code explanations
–
–
–
Terminal
–
–
–
UI prompts
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
▲ 1
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.