Built for AI agents to
ship better code faster.
Faster Code Editing
Apply AI-generated edits at 10,500+ tokens per second. No waiting, no lag—just instant code updates that keep your flow uninterrupted.
Try in Playground4x Faster Search without Context Rot
Subagent built for grepping that finds the right code without polluting context. Precision retrieval at lightning speed.
Try in PlaygroundDeveloper flow state
Using all three models together saves 50% in tokens and 50% of time. Keep developers in flow state with instant, accurate code changes.
Fast, Reliable AI Coding Agents.
Fast Apply
Merge LLM changes into your code and files - at 10,500+ tokens per second. 98% accurate + 2x faster than search-and-replace.
Embeddings Model
Embeddings built for code, trained on millions of commits. Outperforms Qwen3/OpenAI/Voyage on real world code retrieval benchmarks.
Reranking Model
Reranking built for code, trained on millions of code examples. Pack Prompts with relevant code, every time.
An Unfair Advantage - with 8 lines of code.
Fast
Lightning-fast 10,500 tokens/sec edits —10x faster than alternatives
Model Processing Speed Comparison (Tokens/s)
Accurate
Enterprise-grade 98% accuracy ensures your code works right the first time.
Model Accuracy Comparison (%)
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 .
SOC2 Certified
Ready-to-sign agreements for enterprise compliance.
How edit_file Works
More about Morph
Claude Code MCP: Fix the 2 Things That Kill Your Flow
Stop waiting 15 seconds for edits. Stop searching the same files over and over.
Bringing FastApply Back to Cursor with MCP
How Morph MCP Server restores 10,500 tok/sec edits to Cursor and adds Warp-Grep for better context retrieval
WarpGrep: Fast, Parallel Code Retrieval with RL
How we trained WarpGrep, a fast context model specialized in doing the dirty work of code search, using highly parallel code retrieval that matches frontier coding models while taking 5x less time
Fast Apply Makes Faster Agents
How Morph Fast Apply is our first step building the sub-agent future. Small, specialized models that escape the valley of death.
We Hit 10,500 Tokens/Sec on B200
Technical deep-dive: custom CUDA kernels + speculative execution for 2.3x speedup
What is Morph Fast Apply?
Understanding Morph: The fastest way to apply code updates from AI
Explore Morph
Discover how Morph transforms code editing and agentic workflows.

















