CopilotKit vs LangGraph

Side-by-side comparison of features, pricing, and ratings

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At a glance

DimensionCopilotKitLangGraph
PricingFree (MIT license) + optional cloud $20/moFree (MIT license)
Best ForReact devs building custom AI chat UIsBackend/DevOps engineers building production agent workflows
Core StrengthPrebuilt chat components & Generative UI in ReactGraph-based state orchestration with fine-grained control
Backend SupportLangGraph, Google ADK, AWS Strands, Mastra, PydanticAI, etc.Any LLM (OpenAI, Anthropic, Google), LangSmith
Human-in-the-LoopBuilt-in workflows for approval/correctionBuilt-in checks for agent moderation
Latest NewsOpenTag (Claude in Slack alt); Persona.js; MCP Apps supportPrompt caching with Deep Agents; Box AI case study; LangSmith Engine

Choose CopilotKit if you're a React developer needing a turnkey frontend for agentic chat UIs with generative UI and multi-agent backends. Choose LangGraph if you're building low-level, stateful agent workflows with full control over orchestration, fault tolerance, and human oversight—especially for enterprise deployments. Both are free and open-source, but serve different layers: frontend (CopilotKit) vs. backend (LangGraph).

CopilotKit
CopilotKit

Frontend stack for building agentic UX with generative UI in React.

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LangGraph
LangGraph

Open-source orchestration framework for building reliable, stateful AI agents with low-level control.

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Pricing
Freemium
Free
Plans
$0/mo
Custom
Popularity
5.8k views
3.0k views
Skill Level
Intermediate
Advanced
API Available
Platforms
WebAPI
APIDesktop
Categories
💻 Code & Development
💻 Code & Development🤖 Automation & Agents
Features
Prebuilt chat components: CopilotChat, CopilotSidebar, CopilotPopup
Headless UI for custom pixel control
Generative UI rendering real React components from agents
Shared state for multi-turn context-aware conversations
Human-in-the-loop workflows for approval/correction
Programmatic control via Inspector for debugging
Built-in agent server with in-process and remote runtimes
Supports A2UI, Open-JSON-UI, and MCP Apps specs (v1.50)
A2A and MCP handshakes for agentic interoperability
Broad backend support: LangGraph, Google ADK, AWS Strands, Mastra, PydanticAI, etc.
Self-hosting and deployment to any runtime
Anonymous telemetry for debugging and usage insights
Full MCP Apps support for user-facing applications (Jan 2026)
LangGraph Deep Agents compatibility (Jan 2026)
Human-in-the-loop checks for agent moderation
Built-in memory for cross-session context
Token-by-token streaming for real-time UX
Support for single, multi-agent, and hierarchical workflows
Low-level primitives for custom agent architectures
Graph-based state management and control flow
Integration with LangSmith for observability and deployment
Fault tolerance: retries, timeouts, error handlers
Rubrics for agent self-evaluation and correction
Model-agnostic support for any LLM provider
Sandboxes for safe code execution
Prompt caching for reduced latency and cost
Deep Agents: batteries-included agent with VFS and subagent spawning
LangSmith Engine for autonomous evaluation and fix generation
MCP server integration for exposing agents as tools
Integrations
LangGraph (Python)
LangGraph (TypeScript)
LangGraph (FastAPI)
Deep Agents LangChain
Google ADK
AWS Strands
Mastra
PydanticAI
MS Agent Framework (Python)
MS Agent Framework (.NET)
MS Agent Harness (.NET)
AG2
Agno
LlamaIndex
CrewAI (Crews)
LangSmith
OpenAI
Anthropic
Google
Ollama
Azure
AWS Bedrock
HuggingFace
Fireworks
Baseten
Mistral
Meta
Box AI
Claude MCP
OpenRouter

Feature-by-feature

CopilotKit excels at frontend agentic UX: it provides prebuilt React components (CopilotChat, CopilotSidebar, CopilotPopup) and headless UI for custom pixel control, plus generative UI that renders real React components from agents. Since v1.50, it supports A2UI, Open-JSON-UI, MCP Apps specs, and A2A/MCP handshakes for interoperability with multiple backends (LangGraph, Google ADK, AWS Strands, etc.). Human-in-the-loop workflows are built-in, and the Inspector enables debugging. In contrast, LangGraph is a backend orchestration framework with low-level graph primitives for state and control flow. It supports single, multi-agent, and hierarchical workflows, built-in memory for cross-session context, token-by-token streaming, and fault tolerance (retries, timeouts, error handlers). LangGraph integrates with LangSmith for observability and deployment, and is model-agnostic. Recent news: LangGraph's Deep Agents now support prompt caching (2026-06-26), and a Box AI case study shows enterprise use. CopilotKit's latest updates include OpenTag (an open-source Claude in Slack alternative) and Persona.js (a vanilla-JS agent UI library). For a full stack, CopilotKit leverages LangGraph as one of many backends; LangGraph alone requires a separate UI layer.

Pricing compared

Both CopilotKit and LangGraph are open-source under MIT license, making them free to self-host. CopilotKit also offers CopilotKit Cloud (cloud-hosted backend) at $20/month per developer, which includes hosted agent server and infrastructure. LangGraph remains completely free with no paid tiers; its parent company LangChain offers LangSmith (observability) with free and paid tiers but LangGraph itself is MIT. CopilotKit's freemium model means teams wanting managed hosting pay $20/mo/developer, while those self-hosting pay nothing. LangGraph requires self-hosting or using LangGraph Cloud (which may incur costs). For budget-conscious teams, both have viable free paths, but LangGraph has no paid gate. Latest news does not change pricing. Verdict: LangGraph is purely free; CopilotKit adds optional cloud costs.

Who should pick which

  • React developer building a custom AI chat assistant
    Pick: CopilotKit

    CopilotKit provides ready-to-use React components (CopilotChat, CopilotSidebar, CopilotPopup) and generative UI, reducing frontend build time. It also works with LangGraph backend if needed.

  • Backend engineer orchestrating multi-agent workflows with human oversight
    Pick: LangGraph

    LangGraph offers low-level graph primitives, built-in memory, streaming, and human-in-the-loop checks—ideal for complex production agent architectures.

  • Enterprise deploying agentic UI for internal tools
    Pick: CopilotKit

    CopilotKit's prebuilt components and headless UI allow enterprise teams to quickly deploy branded agent interfaces. Its support for MCP Apps and A2A enables integration with existing agent backends.

  • Developer needing a full agent stack (frontend + backend) that is free
    Pick: LangGraph

    While CopilotKit is also free, LangGraph is purely open-source (MIT) with no paid tiers, and can be paired with any UI framework. For a completely free, self-hosted backend, LangGraph is the safer choice.

  • Team building an open-source alternative to Claude in Slack
    Pick: CopilotKit

    CopilotKit recently released OpenTag (2026-06-26), an open-source Slack agent alternative, aligning with this use case. CopilotKit's chat components and backend flexibility support this directly.

Frequently Asked Questions

Can I use CopilotKit without LangGraph?

Yes, CopilotKit supports many backends including Google ADK, AWS Strands, Mastra, PydanticAI, and more.

Does LangGraph include a UI?

No, LangGraph is a backend framework. You'll need a frontend library (e.g., CopilotKit, React) to build the user interface.

What is the latest version of CopilotKit?

As of latest news (Jan 2026), CopilotKit v1.50+ supports A2UI, Open-JSON-UI, MCP Apps, A2A, and MCP handshakes.

Is LangGraph truly free?

Yes, LangGraph is MIT-licensed and free. LangSmith (observability) has free and paid tiers, but LangGraph itself is free.

Which one is better for human-in-the-loop?

Both have built-in human-in-the-loop features. CopilotKit provides workflow-level approval/correction; LangGraph provides graph-level checks.

Can I use LangGraph with CopilotKit?

Yes, LangGraph is one of CopilotKit's supported backends. Together they form a full stack: LangGraph for orchestration, CopilotKit for UI.

Does CopilotKit support streaming?

Yes, through its backend integrations. LangGraph supports token-by-token streaming natively.

What is OpenTag?

OpenTag is an open-source alternative to Claude in Slack, released by CopilotKit on June 26, 2026.

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