Langflow vs Pipecat vs CodeRabbit

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

Your tool
Langflow
vs
Competitor 1
Pipecat
Competitor 2
CodeRabbit
Competitor 3
Suggested competitors for Langflow: Flowise92% Dify88% LangChain85% Haystack82% Stack AI80% Rivet79% LLangdock77% MindStudio76%
Compare
3 tools · best value per row highlighted
Your tool Langflow
langflow.org
Drag and drop AI
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Competitor Pipecat
pipecat.ai
Pipecat is an open-source Python framework for building voice and multimodal AI agents that talk in real time.
Make main Remove
Competitor CodeRabbit
coderabbit.ai
Automated code review that matters
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
215.3Kvisits/mo
—
1Mvisits/mo
MoM change
▼ 0.7%
—
▼ 22.7%
6-month growth
-4.9%
—
+50.4%
Global rank web
#217,191
—
#38,145
Avg. last 3 months
225.2K
—
1.2M
Bounce rate lower is better
44%
—
49%
Pages / visit
2.2
—
3.5
Visit duration
1m 04s
—
1m 55s
Traffic sources
● Direct 76% · ● Referral 24%
—
● Direct 73% · ● Referral 24%
LangflowPipecatCodeRabbit
0331.5K663K994.5K1.3MLangflow · 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 · 1M100K1M10MLangflow · 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 · 1MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Free
Free
Freemium
Starting price
Free
Free
$24per month
Free tier
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Free trial
–
–
API access
–
–
Plans
—
Open source Free
Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
Capabilities input → output
Input
Text
AudioTextVideo
Code
Output
Apps
AudioText
CodeText
Skill level
Advanced
Advanced
Intermediate
Categories
Chatbots & CompanionsDevelopment & CodeProductivity & OfficeAI Agent+3 more
Development & CodeProductivity & OfficeVoice & SpeechAI Agent+2 more
Development & CodeAI Code Review
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
9
10
8
Agents
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Agent creation
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Developer tools
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Development
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Code reviews
–
–
GitHub pull requests
–
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No-code
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–
Voice agents
–
–
Chatbots
–
–
Code analysis
–
–
Code documentation
–
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Code quality
–
–
Code security analysis
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Code testing
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LLM development
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–
Voice
–
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Voice assistance
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–
Workflows
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–
APIs
–
–
Agent collaboration
–
–
Agent testing
–
–
Call agents
–
–
Self hosted
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
Saves
0
0
0
Reviews
0
0
0
Prompts
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.