Morph

Overview

Morph is a production-grade inference platform designed specifically for AI agent workloads. It serves the fastest available Kimi K3 and GLM-5.2 models—Kimi K3 is ranked #1 on Design Arena at Fable-tier speed with 100 tok/s, while GLM-5.2 is an Opus-tier 744B MoE model with 1M context—backed by kernels tuned for agentic coding loops. Morph also offers a lineup of open-weight models including Qwen 27B dense, MiniMax 230B MoE, and DeepSeek 1M-context, all served fast and optimized for agentic workflows.

Beyond raw inference, Morph provides specialized models that cover the entire agent lifecycle. WarpGrep is an AI search subagent that performs parallel codebase searches in under six seconds and reaches #1 on SWE-Bench Pro; Fast Apply merges AI-generated code edits at 10,500+ tok/s with high accuracy; Compact performs verbatim context compaction at 33,000 tok/s for long-running agents; and Reflex acts as an LLM-as-a-judge system that classifies every agent trace for behavior like frustration, jailbreaks, loops, and policy violations in under 90ms. Model Router automatically sends each prompt to the best model, balancing quality, latency, and cost.

Morph is built for production scale: it processes 100B+ tokens per day, is a top 25 provider on OpenRouter, and powers 400+ production agents. The platform offers flexible deployment—run on Morph's cloud or self-host on your own infrastructure—with high rate limits, a 99.9% uptime SLA, SOC2 certification, and dedicated reserved B200 capacity by the GPU-hour. The same weights deliver different tokens: fidelity is within ±1% of alternatives, models run roughly 30% faster, and every GPU-hour produces more tokens.

For teams building coding agents, Morph reduces the friction of the agent loop: instant diff application, reliable search, compacted context, and semantic failure monitoring. It integrates through ModelContextProtocol (MCP), the AI SDK, and a standard API. Trusted by Binance, Zo Computer, and 100+ production deployments, Morph offers startup credits up to $5K and a one-API integration path for building next-generation coding agents.

Core capabilities

Kimi K3 serving

The fastest available Kimi K3, Fable-tier at 100 tok/s and ranked #1 on Design Arena.

GLM-5.2 serving

Opus-tier open-weight model with 744B MoE and 1M context, optimized for agent workloads.

Open-weight lineup

Served Qwen 27B dense low-latency, MiniMax 230B MoE for agentic workflows, and DeepSeek 1M-context at high speed.

Model Router

Automatically routes each prompt to the best model for quality, latency, and cost.

Reflex

Classifies every agent trace for any behavior that matters in under 90ms using LLM-as-a-judge at scale.

Fast Apply

Merges AI-generated code edits instantly at 10,500+ tok/s with high accuracy.

WarpGrep

AI search subagent with sub-6-second parallel codebase searches and #1 SWE-Bench Pro performance.

Compact

Verbatim context compaction for long-running agents at 33,000 tok/s.

Deployment & SDK

Dedicated reserved B200 capacity by the GPU-hour, self-hosting options, MCP support, and AI SDK integration.

Enterprise compliance

SOC2 certified, 99.9% uptime SLA, high-rate limits, and ready-to-sign enterprise agreements.

Use cases

Serving Kimi K3 and GLM-5.2 for high-throughput coding agent loops

Auto-merging AI-generated code edits at scale

Long-running agent sessions with context compaction

Parallel codebase search for agent subagents

Monitoring and classifying agent traces for semantic failures

Intelligent model routing to balance cost and quality

On-prem or cloud deployment for enterprise agent platforms