Why Morph

Built for AI agents to ship better code faster.

State of the Art Fast Code Search

#1 on SWE-Bench Pro. 15.8% fewer tokens, 28% faster than Opus alone.

Main AgentClaude
Task

Fix the auth bug in the login flow

I need to find where JWT tokens are validated...

ctx
15%

Faster Code Editing

Apply AI-generated edits at 10,500+ tokens per second. Instant code updates, zero lag.

Fast Apply visualization

AI Tests Your PRs in a Real Browser

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

Apply AI-generated edits at 10,500+ tok/s. Instant code updates, zero lag.

tok/sec

WarpGrep

Fast, parallel subagent for search. #1 on SWE-Bench Pro.

Glance

AI browser testing for your PRs. Embeds video recordings directly in GitHub.

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

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);

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 Codegen

Critical takes on the latest in codegen.

What is SWE-Bench Pro?

What is SWE-Bench Pro?

Scale AI's benchmark for coding agents: 1,865 tasks across 41 repos. Leaderboard, scores, and why WarpGrep v2 lifts every model to #1.

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Codex vs Claude Code: Real Data, Not Vibes

Codex vs Claude Code: Real Data, Not Vibes

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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Cursor Alternatives: 8 Tools Tested (2026)

Cursor Alternatives: 8 Tools Tested (2026)

Every serious Cursor alternative benchmarked: Claude Code, Windsurf, Cline, Copilot, Aider, Codex, and OpenCode.

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Best AI Model for Coding 2026

Best AI Model for Coding 2026

Claude Opus 4.5 leads SWE-bench at 80.9%. Grok 4 hits 81%. Scores, API pricing, speed, and why the harness matters more than the model.

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AI Coding Agents: The 2026 Landscape

AI Coding Agents: The 2026 Landscape

How coding agents actually work, what separates harnesses from models, and where the field is headed.

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Playwright MCP: Browser Testing for AI Agents

Playwright MCP: Browser Testing for AI Agents

Set up Playwright MCP in Claude Code, Cursor, or Codex. MCP vs CLI token costs and Stagehand comparison.

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Install Claude Code: Complete Setup Guide

Install Claude Code: Complete Setup Guide

Native install, Homebrew, npm. Auth, CLAUDE.md, MCP setup, and troubleshooting.

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What Is Context Rot?

What Is Context Rot?

Why LLMs degrade as context grows. 30%+ performance drop from lost-in-the-middle, and how subagent isolation reduces context rot by 70%.

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Context Engineering for AI Agents

Context Engineering for AI Agents

The difference between a prompt and an agent that works. How to structure context so coding agents stay coherent across long sessions.

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OpenCode vs Codex: Go vs Rust Harness Deep Dive

OpenCode vs Codex: Go vs Rust Harness Deep Dive

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

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AI Code Tool Comparisons 2026

AI Code Tool Comparisons 2026

Every head-to-head comparison in one place. Cursor, Claude Code, Copilot, Windsurf, Codex, Aider, Cline, and more.

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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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Browserbase MCP: Hosted Browsers for Agents

Browserbase MCP: Hosted Browsers for Agents

Browserbase MCP gives coding agents hosted browser sessions, MCP tools, and a cleaner path from local browser loops to production browser infrastructure.

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Stagehand MCP: Framework Layer for AI Browser Automation

Stagehand MCP: Framework Layer for AI Browser Automation

Where Stagehand fits next to Browserbase MCP, Playwright MCP, and Browser Use. Framework primitives, reliability, and when to use it.

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Browserless API: REST and CDP for Hosted Browsers

Browserless API: REST and CDP for Hosted Browsers

Browserless API supports REST endpoints for task-shaped browser jobs and CDP WebSockets for Playwright or Puppeteer. Setup, tradeoffs, and self-hosting.

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Browserless Docker: Self-Hosted Browser Infrastructure

Browserless Docker: Self-Hosted Browser Infrastructure

Run Browserless in your own environment with Docker, queue browser workloads, and expose Playwright/Puppeteer-compatible endpoints with better operational controls.

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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.