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⚡ Run with API

Morph V3 Fast is Morph’s fastest apply model for code edits. Prompts follow a fixed format with <instruction>, <code> and <update> sections.

Pricing: Input 192 credits / 1M tokens (≈ $0.96), Output 288 credits / 1M tokens (≈ $1.44).

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This demo page does not include the full memory features of the client. For the complete experience, please use the client or the CLI.

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Complete guide to using Morph V3 Fast

Morph V3 Fast API on ModelFold

Morph V3 Fast is Morph’s fastest apply model for code edits. Prompts follow a fixed format with <instruction>, <code> and <update> sections. Try Morph V3 Fast in the ModelFold Playground, then call it from your own code through an OpenAI-compatible chat completions API.

What Is the Morph V3 Fast API

Morph V3 Fast at a glance

Morph V3 Fast is a chat model from Morph. It accepts text as input and returns text, with a context window of up to 262K tokens.

Use it without hosting anything

On ModelFold you call Morph V3 Fast with a single API key — no model weights to download and no inference servers to run. The same key also works for the other chat, image, video and audio models on ModelFold.

Core Capabilities of Morph V3 Fast

Up to 262K tokens of context

Keep long conversations, large documents and sizeable code in a single request, so the model can reason over the full material instead of fragments.

Structured outputs

Ask for JSON that follows a schema (response_format), which makes extraction, classification and system integrations more reliable.

How to Use Morph V3 Fast on ModelFold

  1. 1

    Step 1: Try it in the Playground

    Open the Playground at the top of this page, type a prompt and see how Morph V3 Fast responds before writing any code.

  2. 2

    Step 2: Create an API key

    Sign in to ModelFold and create an API key in the console. Keep it secret and send it as a Bearer token.

  3. 3

    Step 3: Send a request

    Call POST https://modelfold.ai/v1/chat/completions with "model": "morph-v3-fast" and your messages. Existing OpenAI-compatible SDKs work by changing the base URL and key.

  4. ✓

    Step 4: Ship and monitor

    Integrate the response into your product and check token usage and spend for every call in the console logs.

What You Can Build with Morph V3 Fast

AI coding assistants

Generate, explain, debug and refactor code, review pull requests and work through multi-file changes in developer tools and IDE plugins.

Low-latency experiences

Power chat interfaces, autocomplete and interactive tools where users expect fast responses.

High-volume pipelines

Run classification, extraction, rewriting and batch jobs at scale where cost per request matters.

Frequently Asked Questions

What is Morph V3 Fast?⌄

Morph V3 Fast is Morph’s fastest apply model for code edits. Prompts follow a fixed format with <instruction>, <code> and <update> sections.

Which inputs does Morph V3 Fast support?⌄

Morph V3 Fast accepts text and returns text. Through ModelFold you send text messages; documents attached in the Playground are converted to text.

How long is the context window of Morph V3 Fast?⌄

Up to 262K tokens, shared between your input and the model’s output.

Does Morph V3 Fast support function calling?⌄

Function calling is not listed for Morph V3 Fast; requests that include tools will be rejected. Use plain prompts or JSON output instead.

How is Morph V3 Fast billed on ModelFold?⌄

Pay as you go by tokens: input and output tokens are charged at the per-million-token prices shown on this page. There is no monthly fee, and failed requests are not charged.

How do I call Morph V3 Fast through the API?⌄

Send a POST request to https://modelfold.ai/v1/chat/completions with "model": "morph-v3-fast", using your ModelFold API key as the Bearer token.

Rate card
Input192 credits 1M tokens≈ $0.96
Output288 credits 1M tokens≈ $1.44

Billed per token: input and output are priced separately, and thinking tokens count as output. The Playground charges exactly the same way.

Read API docs →AI Agents · Claude Code / Cursor / Trae →
Quick start
POST/v1/chat/completions
curl https://modelfold.ai/v1/chat/completions \
  -H "Authorization: Bearer $MODELFOLD_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"morph-v3-fast","messages":[{"role":"user","content":"Hello"}]}'