Pieces vs CodeRabbit vs Claude Code vs OpenAI Codex

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

Your tool
Pieces
vs
Competitor 1
CodeRabbit
Competitor 2
Claude Code
Competitor 3
OpenAI Codex
Compare
4 tools · best value per row highlighted
Your tool Pieces
pieces.app
Your personal AI coding assistant that remembers everything
Competitor CodeRabbit
coderabbit.ai
Automated code review that matters
Competitor Claude Code
claude.com
Every plan tier hits usage limits
Competitor OpenAI Codex
openai.com
A dedicated coding agent that writes and runs code for you
Traffic estimated monthly website traffic
Monthly visits
169.6Kvisits/mo
1Mvisits/mo
123.5Mvisits/mo
204.3Mvisits/mo
MoM change
▼ 5.9%
▼ 22.7%
▼ 6.8%
▲ 3.6%
6-month growth
-16.0%
+50.4%
+106.6%
+0.3%
Global rank web
#248,413
#38,145
#434
#212
Avg. last 3 months
176.5K
1.2M
125.2M
197.3M
Bounce rate lower is better
44%
49%
64%
58%
Pages / visit
2.2
3.5
2.2
3.0
Visit duration
45s
1m 55s
2m 36s
2m 31s
Traffic sources
● Direct 68% · ● Referral 30%
● Direct 73% · ● Referral 24%
● Direct 82% · ● Referral 15%
● Direct 81% · ● Referral 17%
PiecesCodeRabbitClaude CodeOpenAI Codex
066.6M133.2M199.7M266.3MPieces · 269.9KPieces · 295.6KPieces · 310.3KPieces · 237KPieces · 202KPieces · 195.3KPieces · 169.9KPieces · 179.9KPieces · 180.1KPieces · 169.6KCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MClaude Code · 19.2MClaude Code · 19.5MClaude Code · 35.8MClaude Code · 59.8MClaude Code · 139.9MClaude Code · 133.1MClaude Code · 119.5MClaude Code · 132.6MClaude Code · 123.5MOpenAI 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 · 204.3M100K1M10M100M1BPieces · 269.9KPieces · 295.6KPieces · 310.3KPieces · 237KPieces · 202KPieces · 195.3KPieces · 169.9KPieces · 179.9KPieces · 180.1KPieces · 169.6KCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MClaude Code · 19.2MClaude Code · 19.5MClaude Code · 35.8MClaude Code · 59.8MClaude Code · 139.9MClaude Code · 133.1MClaude Code · 119.5MClaude Code · 132.6MClaude Code · 123.5MOpenAI 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
$18.99per month
$24per month
$17per month · free tier available
$20per month · free tier available
Free tier
–
–
Free trial
–
–
API access
–
–
–
–
Plans
Pro $18.99/moEnterprise $22.99/mo
Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
Free FreePro $17/moMax 5x $100/moMax 20x Custom/mo+2 more
—
Capabilities input → output
Input
AudioCodeText
Code
CodeText
CodeText
Output
Text
CodeText
Code
Code
Skill level
Intermediate
Intermediate
Intermediate
Advanced
Categories
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
5
8
9
9
Coding
–
Code reviews
–
Code documentation
–
Development
–
Agents
–
–
GitHub pull requests
–
–
Code analysis
–
–
Terminal
–
–
Debugging
–
–
Code snippets
–
–
–
Code explanations
–
–
–
Code quality
–
–
–
Code security analysis
–
–
–
Code testing
–
–
–
Digital information management
–
–
–
GitHub automation
–
–
–
Knowledge exploration
–
–
–
Refactoring
–
–
–
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
2
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.