LangGraph vs llama.cpp vs Dify vs Amazon Bedrock AgentCore

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

Your tool
LangGraph
vs
Competitor 1
llama.cpp
Competitor 2
Dify
Competitor 3
Amazon Bedrock AgentCore
Compare
4 tools · best value per row highlighted
Your tool LangGraph
langchain.com
LangGraph is an open-source agent runtime and low-level orchestration framework for building AI agents that behave reliably on complex tasks.
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Competitor llama.cpp
github.com
llama.cpp is an open-source inference engine that runs large language models and vision-language models on local hardware or in the cloud with minimal setup.
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Competitor Dify
dify.ai
AI apps without code
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Competitor Amazon Bedrock AgentCore
aws.amazon.com
Amazon Bedrock AgentCore is an AWS service for building, connecting and running AI agents in production.
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Traffic estimated monthly website traffic
Monthly visits
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1Mvisits/mo
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MoM change
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▼ 16.6%
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6-month growth
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-30.6%
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Global rank web
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#39,510
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Avg. last 3 months
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1.1M
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Bounce rate lower is better
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41%
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Pages / visit
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4.4
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Visit duration
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6m 40s
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Traffic sources
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● Direct 84% · ● Referral 15%
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LangGraphllama.cppDifyAmazon Bedrock AgentCore
0368.2K736.4K1.1M1.5MDify · 1.1MDify · 1.2MDify · 1.3MDify · 1.1MDify · 1.5MDify · 1.2MDify · 1.1MDify · 1.2MDify · 1.2MDify · 1M1M10MDify · 1.1MDify · 1.2MDify · 1.3MDify · 1.1MDify · 1.5MDify · 1.2MDify · 1.1MDify · 1.2MDify · 1.2MDify · 1MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Free
Freemium
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Starting price
$39per month · free tier available
Free
$590per month · free tier available
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Free tier
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Free trial
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API access
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Plans
Developer FreePlus $39/moEnterprise Custom
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Sandbox FreeProfessional $590/yrTeam $1,590/yrEnterprise Custom
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Capabilities input → output
Input
Code
ImagesText
DocumentsText
CodeText
Output
Apps
Text
Apps
Apps
Skill level
Advanced
Advanced
Intermediate
Advanced
Categories
Development & CodeProductivity & OfficeAI AgentAI Developer Tools
Development & CodeAI APIAI Developer Tools
Chatbots & CompanionsDevelopment & CodeProductivity & OfficeAI Agent+4 more
Development & CodeProductivity & OfficeAI AgentAI Developer Tools
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
8
7
9
8
Developer tools
Agent creation
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Agents
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LLM development
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Workflows
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Self hosted
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APIs
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Local AI
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No-code
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Agent management
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Agent memory
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Chatbots
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Large language models
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AI observability
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Agent collaboration
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Agent identity verification
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Agent testing
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Development
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Llama 3 on mac
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Productivity
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
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▲ 1
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Saves
0
0
0
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Reviews
0
0
0
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Prompts
0
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0
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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.