# Morph

> AI models and tools for coding agents that merge LLM edits into code at 10,500+ tokens per second with 98% accuracy.

Morph provides specialized AI models and tools designed to accelerate coding agents and AI-powered code editing workflows. The platform enables developers to merge AI-generated code edits at speeds of 10,500+ tokens per second—significantly faster than traditional search-and-replace methods. With enterprise-grade 98% accuracy, Morph helps teams build faster, more reliable AI coding agents.

- **Fast Apply** merges LLM-generated changes into code and files at 10,500+ tokens per second, achieving 2x faster performance than search-and-replace with 98% accuracy for reliable code updates.

- **WarpGrep** provides parallel code search capabilities that find the right code without polluting context, offering 5x faster retrieval than traditional methods with no embeddings required.

- **Code Embeddings** are purpose-built for code, trained on millions of commits, and outperform Qwen3, OpenAI, and Voyage on vibecoding retrieval benchmarks.

- **OpenAI API Compatible** allows seamless integration with existing workflows, supporting MCP (Model Context Protocol) and AI SDK for easy adoption.

- **Enterprise Deployment Options** include self-hosting on your own infrastructure (on-prem or cloud), high rate limits, 99.9% uptime SLA, and SOC2 certification for compliance requirements.

- **Multi-Platform Integration** supports AI application builders, document editors, TipTap rich text editor, game engines, and custom IDE development with Monaco Editor and Language Server Protocol.

To get started, developers can access the playground to test Fast Apply and WarpGrep capabilities, integrate via the OpenAI-compatible API, or use the MCP server for tools like Claude Code and Cursor. The SDK requires just 8 lines of code to implement, making it straightforward to add Morph's capabilities to existing coding agents and workflows.

## Features
- Fast Apply - 10,500+ tokens per second code editing
- 98% accuracy for code merging
- WarpGrep parallel code search
- Code embeddings trained on millions of commits
- OpenAI API compatible
- MCP server integration
- AI SDK support
- Self-hosting options
- High rate limits
- 99.9% uptime SLA
- SOC2 certified
- Multi-file editing support
- Enterprise security

## Integrations
Claude Code, Cursor, AI SDK, MCP, Monaco Editor, TipTap Editor, E2B, Fly.io, Unity, Unreal Engine

## Platforms
WEB, API

## Pricing
Freemium — Free tier available with paid upgrades

## Links
- Website: https://www.morphllm.com
- Documentation: https://docs.morphllm.com
- Repository: https://github.com/kortix-ai/fast-apply
- EveryDev.ai: https://www.everydev.ai/tools/morph