Code Wiki vs LabelGPT vs Developer Toolkit vs Redlight Greenlight for Claude Code

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

Your tool
Code Wiki
vs
Competitor 1
LabelGPT
Competitor 2
Developer Toolkit
Competitor 3
Redlight Greenlight for Claude Code
Compare
4 tools · best value per row highlighted
Your tool Code Wiki
codewiki.google
Your codebase documents itself—that's the core promise here
Remove
Competitor LabelGPT
labellerr.com
Make main Remove
Competitor Developer Toolkit
developertoolkit.ai
Some features sit in COMING SOON—printable cheat-sheets and team analytics aren't ready yet
Make main Remove
Competitor Redlight Greenlight for Claude Code
github.com
One-click approve for Claude Code permissions
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
152.5Kvisits/mo
135.3Kvisits/mo
9.7Kvisits/mo
637.9Mvisits/mo
MoM change
▼ 17.8%
▼ 22.5%
▲ 46.3%
▲ 3.7%
6-month growth
-70.8%
+18.2%
+253.1%
+19.3%
Global rank web
#251,881
#335,350
#2,468,968
#49
Avg. last 3 months
225.3K
139.9K
6.8K
629.7M
Bounce rate lower is better
41%
43%
39%
36%
Pages / visit
3.0
1.8
1.4
5.9
Visit duration
55s
25s
1s
6m 26s
Traffic sources
● Direct 76% · ● Referral 24%
● Direct 70% · ● Referral 29%
—
● Direct 83% · ● Referral 15%
Code WikiLabelGPTDeveloper ToolkitRedlight Greenlight for Claude Code
0159.5M318.9M478.4M637.9MCode Wiki · 485KCode Wiki · 826KCode Wiki · 542.2KCode Wiki · 522.7KCode Wiki · 400.3KCode Wiki · 227.3KCode Wiki · 338.1KCode Wiki · 185.4KCode Wiki · 152.5KLabelGPT · 125.4KLabelGPT · 150.9KLabelGPT · 138.9KLabelGPT · 114.4KLabelGPT · 117KLabelGPT · 121.8KLabelGPT · 109.7KLabelGPT · 174.6KLabelGPT · 135.3KDeveloper Toolkit · 3.1KDeveloper Toolkit · 3.2KDeveloper Toolkit · 913Developer Toolkit · 2.7KDeveloper Toolkit · 4KDeveloper Toolkit · 3.9KDeveloper Toolkit · 4KDeveloper Toolkit · 6.6KDeveloper Toolkit · 9.7KRedlight Greenlight for Claude Code · 484.3MRedlight Greenlight for Claude Code · 504MRedlight Greenlight for Claude Code · 542.6MRedlight Greenlight for Claude Code · 534.8MRedlight Greenlight for Claude Code · 634.3MRedlight Greenlight for Claude Code · 631MRedlight Greenlight for Claude Code · 636.1MRedlight Greenlight for Claude Code · 615.2MRedlight Greenlight for Claude Code · 637.9M1001K10K100K1M10M100M1BCode Wiki · 485KCode Wiki · 826KCode Wiki · 542.2KCode Wiki · 522.7KCode Wiki · 400.3KCode Wiki · 227.3KCode Wiki · 338.1KCode Wiki · 185.4KCode Wiki · 152.5KLabelGPT · 125.4KLabelGPT · 150.9KLabelGPT · 138.9KLabelGPT · 114.4KLabelGPT · 117KLabelGPT · 121.8KLabelGPT · 109.7KLabelGPT · 174.6KLabelGPT · 135.3KDeveloper Toolkit · 3.1KDeveloper Toolkit · 3.2KDeveloper Toolkit · 913Developer Toolkit · 2.7KDeveloper Toolkit · 4KDeveloper Toolkit · 3.9KDeveloper Toolkit · 4KDeveloper Toolkit · 6.6KDeveloper Toolkit · 9.7KRedlight Greenlight for Claude Code · 484.3MRedlight Greenlight for Claude Code · 504MRedlight Greenlight for Claude Code · 542.6MRedlight Greenlight for Claude Code · 534.8MRedlight Greenlight for Claude Code · 634.3MRedlight Greenlight for Claude Code · 631MRedlight Greenlight for Claude Code · 636.1MRedlight Greenlight for Claude Code · 615.2MRedlight Greenlight for Claude Code · 637.9MNov '25DecJan '26FebMarAprMayJunJul
Pricing
Model
Free
Freemium
Freemium
Free Trial
Starting price
Free
$9,999per month · free tier available
$19.99per month
$5per month
Free tier
–
–
Free trial
–
–
API access
–
–
–
–
Plans
—
Researcher Plan FreePro Plan $9,999/yrEnterprise $0
Solo Developer $19.99/moTeam $199.99/moEnterprise Custom
Plan $5/moPlan $21/unknown
Capabilities input → output
Input
Code
ImagesText
Text
Text
Output
ImagesText
Data
Text
Text
Skill level
Intermediate
Intermediate
Beginner-friendly
Intermediate
Categories
Development & CodeAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
7
3
2
1
Code documentation
–
–
–
Codebase q a
–
–
–
Data labeling
–
–
–
Development guide
–
–
–
Image annotation
–
–
–
Architecture
–
–
–
Code explanations
–
–
–
Development guidance
–
–
–
Image segmentation
–
–
–
Code analysis
–
–
–
Code summaries
–
–
–
Developer tools
–
–
–
GitHub pull requests
–
–
–
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
–
–
–
–

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.