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Compare/LangGraph vs Strands Agents

LangGraphvsStrands Agents

Generated from the two spec rows. Green marks the better value where a spec has a clear direction. Everything else is just different.

LangGraph
LangChain · Agent framework
OSSMCP
Panel
7.6
2 spec wins
Reliability
7.7
Usefulness
7.3
Cost
7.3
Longevity
8.0

“You do not need LangChain to use LangGraph, says the LangChain documentation.”

Strands Agents
Amazon Web Services · Agent framework
OSSMCP
Panel
7.8
1 spec wins
Reliability
7.3
Usefulness
7.2
Cost
8.7
Longevity
8.0

“Built from systems already running inside Amazon, which is either an excellent pedigree or a warning, depending on your on-call history.”

Spec by spec

SpecLangGraphStrands Agents
Architecture
CategoryAgent frameworkAgent framework
Runslocal, cloudlocal, cloud
Platformsmacos, linux, windowsmacos, linux, windows
Context windownot documentednot documented
Protocols
MCP clientYesYes
MCP serverYesYes
Capabilities
Runs terminal commandsNoYes
Multi-file editsNoNo
Git operationsNoNo
Browser controlYesNot in LangGraph itself: browser control comes from LangChain's own PlayWrightBrowserToolkit (Click, Navigate, ExtractText and related tools) in langchain-community, bound as agent tools. No
Sandboxed executionNoThe first-party langchain-sandbox package gave LangGraph agents a Pyodide/Deno PyodideSandboxTool but was archived in January 2026 with production use discouraged, so nothing current ships. No
Multi-agent orchestrationYesYes
Headless / CI modeYesYes
Models
Backboneany LangChain chat model, OpenAI, Anthropic, OllamaAmazon Bedrock, Claude, GPT, Gemini, Ollama
Bring your own modelYesYes
Local modelsYesYes
Cost
Pricing modelbyokfree
Starts at$0/mo$0/mo
Free tierYesYes
Bring your own keyYesYes
Openness
Open sourceYesYes
LicenseMITApache-2.0
GitHub stars42,5918,614

Which one would each critic pick

CriticLangGraphStrands AgentsPick
El Juez——not enough reviews
El Amigo7.87.8no preference
El Crítico7.37.3no preference
El Profesor7.57.5no preference
La Inversora7.88.0Strands Agents — The SDK is free because the inference is not: it comes from a cloud provider whose own model service is the first-listed provider, and that is the entire business model.
La Jefa7.07.8Strands Agents — Nothing per seat, it runs unattended in our pipeline, and the maintainer is a vendor we already have a master agreement with, which removes the entire procurement step.
El Hacker8.38.5Strands Agents — Apache-2.0, installable from pip or npm, an MCP client and server on both sides, and Ollama listed as a first-class provider rather than a community afterthought.

Picks are derived from each critic's own scores. Humans vote on matchups on the duels page.

Want a third column? The compare tool handles any two agents. Three-way comparisons are on the roadmap once the spec rows are all verified.