Why Morph

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.

Fast Apply visualization

State of the Art Code Search - 5x Faster

Subagent that uses parallel tool calls to agentically search huge codebases 5x faster. No embeddings needed.

State of the Art Browser Testing

Embeds a video of an AI agent testing your changes right in your GitHub PR. Catch UI bugs before your users do.

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.

TOKENS/SEC

Embeddings

Embeddings built for code, trained on millions of commits. Outperforms Qwen3/OpenAI/Voyage on vibecoding retrieval benchmarks.

WarpGrep

Parallel code search that finds the right code without polluting context. Precision retrieval at lightning speed.

An Unfair Advantage - with 8 lines of code.

Fast

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

10,500Morph2,600Llama 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 (%)

Your coding agent, amplified
OpenAI API compatible

Also via ModelContextProtocolMCP AI SDKand

import { generateText, stepCountIs } from 'ai';
import { anthropic } from '@ai-sdk/anthropic';
import { MorphClient } from '@morphllm/morphsdk';

const morph = new MorphClient({ apiKey: process.env.MORPH_API_KEY });
const grepTool = morph.vercel.createWarpGrepTool({ repoRoot: '.' });

const result = await generateText({
  model: anthropic('claude-sonnet-4-5-20250929'),
  tools: { grep: grepTool },
  prompt: 'Find where user authentication is handled',
  stopWhen: stepCountIs(5)
});

console.log(result.text);

See Morph in Action

Subagents that improve the developer lifecycle

Mmorph-project/productionPlaygroundAPIDocsSettingsOriginal Code~2,100 tokens 1import React, { useState } from 'react' 2 3type DataTableProps = { 4 data: any[] 5 columns: Column[] 6} 7 8export function DataTable({ data, columns }) { 9 const [page, setPage] = useState(1)10 const [sort, setSort] = useState(null)1112 const sortedData = useMemo(() => {13 // sorting logic...14 }, [data, sort])1516 return (17 <div className="p-4">18 <table>19 {/* table content */}20 </table>21 <Pagination page={page} />22 </div>23 )24}Update Snippet~180 tokens // ... existing code ... 8export function DataTable({ data, columns }) { 9 const [page, setPage] = useState(1)10 const [sort, setSort] = useState(null) const [search, setSearch] = useState("") const filtered = useMemo(() => { if (!search) return data return data.filter(row => columns.some(c => String(row[c.key]).includes(search) ) ) }, [data, columns, search]) // ... existing code ... 16 return (17 <div className="p-4"> <input placeholder="Search..." value={search} onChange={e => setSearch(e.target.value)} /> // ... existing code ...Merged Output 1import React, { useState } from 'react' 2 3type DataTableProps = { 4 data: any[] 5 columns: Column[] 6} 7 8export function DataTable({ data, columns }) { 9 const [page, setPage] = useState(1)10 const [sort, setSort] = useState(null)11 const [search, setSearch] = useState("")1213 const filtered = useMemo(() => {14 if (!search) return data15 return data.filter(row =>16 columns.some(c =>17 String(row[c.key]).includes(search)18 )19 )20 }, [data, columns, search])2122 const sortedData = useMemo(() => {23 // sorting logic...24 }, [filtered, sort])2526 return (27 <div className="p-4">28 <input placeholder="Search..."29 value={search} onChange={...} />Speed0tokens/secLatency0msOutput0 tokAccuracy98%⏳ Ready to merge...Activity

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.

Explore Morph

Discover how Morph transforms code editing and agentic workflows.

Fix: 'String to replace not found in file' (Claude Code)

Fix: 'String to replace not found in file' (Claude Code)

Root causes and fixes for Claude Code Update error: String to replace not found in file. Workarounds and a reliable alternative.

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Diff Format Explained

Diff Format Explained

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

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Build Your Own Editor

Build Your Own Editor

Integrate Morph Apply into custom IDEs with preview, rollback, and deterministic merges.

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Fast Apply Models

Fast Apply Models

Complete Guide to AI Code Editing in 2025

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AI Code Tool Comparisons 2025

AI Code Tool Comparisons 2025

Morph vs Claude, Cursor, Aider & String Replace. 98% accuracy at 10,500+ tokens/sec. Complete benchmarks, failure modes, and migration guides.

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Automated Code Refactoring

Automated Code Refactoring

AI-Powered Codebase Transformation at Scale

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Cursor Fast Apply

Cursor Fast Apply

How Cursor Composer and Apply Work - Deep Technical Analysis

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TipTap Editor Integration

TipTap Editor Integration

Apply AI edits to TipTap JSON while preserving nodes, marks, and collaboration state.

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Codex vs Claude Code: Real Data, Not Vibes (2025)

Codex vs Claude Code: Real Data, Not Vibes (2025)

Skip the marketing. Real data on when Codex destroys Claude Code—and when it doesn't. Token economics, failure modes, and which $20/month actually delivers.

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OpenCode vs Codex: Go vs Rust Harness Deep Dive (2025)

OpenCode vs Codex: Go vs Rust Harness Deep Dive (2025)

Technical analysis of AI coding agent harness architectures. Compare Go-based OpenCode (75+ providers) vs Rust-based Codex (GPT-5).

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OpenCode vs Claude Code: 48K vs 47K Stars Battle (2025)

OpenCode vs Claude Code: 48K vs 47K Stars Battle (2025)

Deep technical comparison of two open-source AI coding agents. Harness architectures, system prompts, MCP integration dissected.

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AI Code Edit Formats Guide

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.

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Morph Fast Apply Use Cases

Morph Fast Apply Use Cases

Integration patterns for app builders, document editors, TipTap, custom IDEs, and large-file workflows.

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AI Application Builder Integration

AI Application Builder Integration

Use Morph Apply for safe multi-file edits in AI application builders and sandboxed environments.

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AI Document Editor Agents

AI Document Editor Agents

Structure-safe edits across DOCX, XML, HTML, and Markdown using Morph Apply.

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AI Game Tooling

AI Game Tooling

Apply safe edits to game scripts, configs, and content pipelines across Unity, Unreal, or custom engines.

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Large File Editing Tools

Large File Editing Tools

Targeted apply for oversized files. Scope edits, merge cleanly, and keep large files stable.

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Frequently Asked Questions

Everything you need to know about Morph

Accelerate your AI Agents

Start building faster, more accurate AI coding agents today.