Tabnine vs Langflow vs CodeRabbit vs Zed

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

Your tool
Tabnine
vs
Competitor 1
Langflow
Competitor 2
CodeRabbit
Competitor 3
Zed
Compare
4 tools · best value per row highlighted
Your tool Tabnine
tabnine.com
AI coding with privacy built in
Remove
Competitor Langflow
langflow.org
Drag and drop AI
Make main Remove
Competitor CodeRabbit
coderabbit.ai
Automated code review that matters
Make main Remove
Competitor Zed
zed.dev
Speed meets intelligence
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
131.2Kvisits/mo
215.3Kvisits/mo
1Mvisits/mo
1.2Mvisits/mo
MoM change
▼ 22.7%
▼ 0.7%
▼ 22.7%
▼ 18.1%
6-month growth
-53.5%
-4.9%
+50.4%
+26.6%
Global rank web
#283,229
#217,191
#38,145
#47,672
Avg. last 3 months
164.1K
225.2K
1.2M
1.5M
Bounce rate lower is better
46%
44%
49%
42%
Pages / visit
1.7
2.2
3.5
2.8
Visit duration
28s
1m 04s
1m 55s
1m 56s
Traffic sources
● Direct 82% · ● Referral 17%
● Direct 76% · ● Referral 24%
● Direct 73% · ● Referral 24%
● Direct 80% · ● Referral 18%
TabnineLangflowCodeRabbitZed
0462K923.9K1.4M1.8MTabnine · 359.1KTabnine · 311.6KTabnine · 301.4KTabnine · 275.9KTabnine · 281.9KTabnine · 248KTabnine · 241.5KTabnine · 191.4KTabnine · 169.7KTabnine · 131.2KLangflow · 295.3KLangflow · 247KLangflow · 269.8KLangflow · 226.5KLangflow · 239.5KLangflow · 229.4KLangflow · 243.6KLangflow · 216.8KLangflow · 215.3KCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MZed · 1.1MZed · 966.1KZed · 1.1MZed · 936.1KZed · 1.4MZed · 1.4MZed · 1.8MZed · 1.4MZed · 1.2M100K1M10MTabnine · 359.1KTabnine · 311.6KTabnine · 301.4KTabnine · 275.9KTabnine · 281.9KTabnine · 248KTabnine · 241.5KTabnine · 191.4KTabnine · 169.7KTabnine · 131.2KLangflow · 295.3KLangflow · 247KLangflow · 269.8KLangflow · 226.5KLangflow · 239.5KLangflow · 229.4KLangflow · 243.6KLangflow · 216.8KLangflow · 215.3KCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MZed · 1.1MZed · 966.1KZed · 1.1MZed · 936.1KZed · 1.4MZed · 1.4MZed · 1.8MZed · 1.4MZed · 1.2MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Free
Freemium
Freemium
Starting price
$39per month
Free
$24per month
Free tier
Free tier
–
–
Free trial
–
–
API access
–
–
–
Plans
Code Assistant $39/moAgentic Platform $59/mo
—
Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
Personal FreePro $10/moBusiness $30/mo
Capabilities input → output
Input
CodeText
Text
Code
CodeText
Output
Code
Apps
CodeText
Code
Skill level
Intermediate
Advanced
Intermediate
Advanced
Categories
Development & CodeAI Coding Assistant
Chatbots & CompanionsDevelopment & CodeProductivity & OfficeAI Agent+3 more
Development & CodeAI Code Review
Development & CodeAI Coding Assistant
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
2
9
8
5
Development
–
Code autocompletion
–
–
Coding
–
–
Agents
–
–
–
Code reviews
–
–
–
GitHub pull requests
–
–
–
No-code
–
–
–
Agent creation
–
–
–
Chatbots
–
–
–
Code analysis
–
–
–
Code documentation
–
–
–
Code quality
–
–
–
Code security analysis
–
–
–
Code testing
–
–
–
Debugging
–
–
–
Developer tools
–
–
–
LLM development
–
–
–
Workflows
–
–
–
APIs
–
–
–
Git commands
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 2
▲ 0
▲ 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.