Powering the Best Coding Agents
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Everything you need to build Cursor for ___
Fast Apply
Merge LLM changes into your code and files - at 2000+ tokens per second. Go past brittle demos and into production.
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.
Morph Apply
Take output from Claude + apply it to the file - FAST.
2000+ tokens per second.
2000+ Tokens/Second
The fastest way to apply edits into files from LLMs like GPT-4o and Claude.
Embeddings and Reranking
Custom-trained on millions of code transformations for maximum accuracy.
Self-Host in Your Cloud
Deploy Morph in your own infrastructure for maximum security and control with the same speed benefits.
Deploy in your cloud
Enterprise-grade security with blazing performance. Complete data isolation.
Your Secure Environment
Run Morph instances directly in your infrastructure
Morph Fast Apply
Apply changes at 2000+ tokens/second
Morph Embeddings
High-precision code search
Morph Reranking
Context-aware results
Custom pricing available for high-volume transformations
Model comparison
Morph outperforms for applying edits.
Frequently Asked Questions
Get started with Morph
Experience the fastest code transformation model, built for developers and LLM applications.
Explore Morph Capabilities
Discover how Morph transforms code editing, patching, and generation workflows.
Automated Edits Application with 2000+ Tokens/Second
Apply AI edits FAST with Morph. No merge conflicts, maintains code quality, and processes edits at 2000+ tokens/second.
Have AI Edit Files: Intelligent File Generation and Code Creation at Scale
Generate complete files and code automatically with AI. Create React components, API docs, configs, and more at 2000+ tokens/second.
Automated Code Refactoring: AI-Powered Codebase Transformation at Scale
Complete guide to automated code refactoring with AI. Transform large codebases, migrate frameworks, and modernize legacy systems with 2000+ tokens/second processing speed.
Fast Apply Models: AI Code Editing in 2025
Comprehensive guide to fast apply models, AI code editing APIs, and speculative decoding. Learn how modern LLMs achieve 1600+ tokens/second for real-time code transformation.
How Cursor Composer and Apply Work
An analysis of Cursor's breakthrough in achieving 1000 tokens per second for code edits through specialized models and inference methods.