The Fastest Way to
Apply AI Edits

4,500+ tokens/sec edits with 98% accuracy—turn AI suggestions into production code instantly.

50/50 TESTS PASS
UPDATED
0 Tok/s

Trusted by hundreds of startups and enterprises

Block
Alex CodesAlex
Databutton
Create
Chroma
Onlook
Softgen
Continue

Fast, Reliable AI Coding Agents.

Fast Apply

Merge LLM changes into your code and files - at 4500+ tokens per second. The most accurate way to apply LLM changes.

Embeddings Model

Embeddings built for code, trained on millions of commits. Outperforms OpenAI/Voyage on CoIR Code Retrieval.

Reranking Model

Reranking built for code, trained on millions of code examples. Pack Prompts with relevant code, every time.

Production-grade speed and precision.

Fast

Lightning-fast 4,500+ tokens/sec edits —10x faster than alternatives

4,500Morph2,600Llama 3.270B(Cerebras)275Gemini 2.5Flash80GPT-4.155Claude 4Sonnet

Model Processing Speed Comparison (Tokens/s)

Accurate

Enterprise-grade 98% accuracy ensures your code works right the first time.

98%Morph95%Claude4 Sonnet93%GPT-4.192%Gemini-2.5Pro86%Claude-4(s/r)74%Llama 3.270B(Cerebras)65%Llama 48B

Model Accuracy Comparison (%)

Integrate in Seconds
OpenAI API compatible

Better, Faster edits in 6 lines of code.
Also via MCPAI SDKand

import { OpenAI } from 'openai';

const client = new OpenAI({
  apiKey: 'your-api-key',
  baseURL: 'https://api.morphllm.com/v1'
});

async function applyCodeUpdate(originalCode: string, updateSnippet: string) {
  const response = await client.chat.completions.create({
    model: "morph-v3-large",
    messages: [{
      role: "user",
      content: `${originalCode}\n${updateSnippet}`
    }],
    stream: true
  });
  
  return response.choices[0].message.content;
}

Deploy anywhere. Our cloud or yours.

Enterprise-ready infrastructure.

Self-Host

Deploy Morph on your own infra - on-prem or cloud.

High Rate Limits

Flexible, high-capacity rate limits.

Enterprise Level Reliability

99.9% uptime SLA with top-tier support .

ZDR Ready

Ready-to-sign agreements for enterprise compliance.

Frequently Asked Questions

Everything you need to know about Morph

Explore Morph

Discover how Morph transforms code editing, and agentic workflows.

Morph vs Claude Search-Replace
Tool Comparisons

Morph vs Claude Search-Replace

Head-to-head performance comparison in real apps 8s vs 38s. Interactive demo and failure mode analysis.

Learn more
Cursor Fast Apply
Technical Analysis

Cursor Fast Apply

How Cursor Composer and Apply Work - Deep Technical Analysis

Learn more
AI Application Builder Integration
Integration Guides

AI Application Builder Integration

Build Lovable-style AI application builders with multi-file editing, E2B/Fly.io integration, and 94% consistency at 4500+ tokens/second.

Learn more
AI Document Editor Agents
Integration Guides

AI Document Editor Agents

Create AI agents for DOCX, XML, HTML, Markdown editing with enterprise security, format preservation, and 98% structure integrity.

Learn more
TipTap Editor Integration
Integration Guides

TipTap Editor Integration

Integrate AI with TipTap rich text editor's JSON format while maintaining collaborative features and real-time sync at 4500+ tokens/second.

Learn more
AI Game Generation
Integration Guides

AI Game Generation

Build AI-powered game generation with Unity, Unreal Engine, and custom engines for procedural content creation and asset optimization.

Learn more
Build Your Own Code Editor
Integration Guides

Build Your Own Code Editor

Create custom enterprise IDEs with Monaco Editor, Language Server Protocol, and full AI integration. Production-ready architecture guide.

Learn more
AI Apply Patch
DevOps Tools

AI Apply Patch

Automated Diff Application with 4500+ Tokens/Second

Learn more
AI Write to File
Code Generation

AI Write to File

Intelligent File Generation and Code Creation at Scale

Learn more
Automated Code Refactoring
Code Transformation

Automated Code Refactoring

AI-Powered Codebase Transformation at Scale

Learn more
Fast Apply Models
AI Models

Fast Apply Models

Complete Guide to AI Code Editing in 2025

Learn more
AI Code Tool Comparisons
Tool Comparisons

AI Code Tool Comparisons

Compare Morph Fast Apply vs Claude, Cursor, Aider, and other AI code editing tools. Performance benchmarks and migration guides.

Learn more
Morph vs Cursor Apply
Tool Comparisons

Morph vs Cursor Apply

Technical architecture comparison: 4500+ vs 1000 tokens/second processing with enterprise features analysis.

Learn more
Morph vs Aider
Tool Comparisons

Morph vs Aider

Enterprise cloud vs open source comparison: 4500+ vs 200-300 tokens/second with deployment analysis.

Learn more
Morph vs String Replace
Tool Comparisons

Morph vs String Replace

Semantic AI vs traditional pattern matching: 98% vs 40-60% accuracy comparison with migration guide.

Learn more
AI Code Edit Formats Guide
Educational Guides

AI Code Edit Formats Guide

Complete guide to diff, whole file, unified diff formats. Learn when to use each and why semantic approaches work better.

Learn more
Diff Format Explained
Educational Guides

Diff Format Explained

Search-replace blocks with git merge syntax: limitations, accuracy issues, and why semantic editing achieves 98% vs 70% success rates.

Learn more
AI Integration Use Cases
Integration Guides

AI Integration Use Cases

Comprehensive guide to integrating Morph Fast Apply with popular platforms: AI app builders, document editors, TipTap, game engines, and custom IDEs.

Learn more

Accelerate your AI Agents

Start building faster, more accurate AI coding agents today.