How much does Morph V3 Fast cost?

Billing is usage-based: $0.8 per million input tokens and $1.2 per million output tokens. There is no fixed monthly fee. You pay only for what you use, at the rates shown in the Hormouz dashboard.

How do I access Morph V3 Fast from inside Iran?

Create an account on Hormouz and generate an API key. Hormouz provides a stable path to Morph V3 Fast from inside Iran, with no foreign credit card or circumvention tooling required.

Is Morph V3 Fast compatible with OpenAI code?

Yes. Hormouz exposes an OpenAI-compatible API. Just change the base URL to Hormouz and swap in your Hormouz key. Your existing OpenAI SDKs and code run without a rewrite.

What does an "apply" model like Morph V3 Fast do?

It applies a code edit rather than authoring code: given an instruction, the original code and an edit snippet, it produces the updated code very fast (~10,500 tokens/sec). It suits editor and agent workflows and runs with zero data retention.

Morph: Morph V3 Fast: AI model

Morph V3 Fast is Morph's fastest apply model for code edits. Very high throughput with high accuracy, with an 82K context, reachable from inside Iran through Hormouz.

Context window:: 81,920 tokens
Input:: $0.8/1M tokens
Output:: $1.2/1M tokens
Type:: text

Streaming

Morph V3 Fast is a specialised "apply" model: instead of writing code from scratch, it takes an initial code block, an instruction and an edit snippet, and applies the change accurately and extremely fast. Around 10,500 tokens per second with high reported accuracy.

That makes it a purpose-built tool for editor and agent workflows, where a larger model plans an edit and Morph applies it at high throughput. It expects a specific instruction/code/update prompt format, has an 82K-token context, and runs with zero data retention.

Pricing is usage-based: $0.8 per million input tokens and $1.2 per million output tokens. Hormouz provides stable access to Morph V3 Fast from inside Iran, with no foreign credit card or circumvention tooling required.

Morph's fastest apply model for code edits. ~10,500 tokens/sec with 96% accuracy for rapid code transformations. The model requires the prompt to be in the following format: <instruction>{instruction}</instruction> <code>{initial_code}</code> <update>{edit_snippet}</update>...

Quickstart

curl https://api.hormouz.net/v1/chat/completions \
  -H "Authorization: Bearer ng-YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "morph/morph-v3-fast",
    "messages": [{"role": "user", "content": "Hello!"}]
  }'

Specs

Vendor	Morph
Type	Text
Context window	81,920 tokens
Pricing	$0.80/M in · $1.20/M out
API	Chat Completions
Capabilities	Streaming

Code example

cURL

curl https://api.hormouz.net/v1/chat/completions \
  -H "Authorization: Bearer ng-YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "morph/morph-v3-fast",
    "messages": [{"role": "user", "content": "Hello!"}]
  }'

Python

from openai import OpenAI
client = OpenAI(api_key="ng-YOUR_API_KEY", base_url="https://api.hormouz.net/v1")
response = client.chat.completions.create(
    model="morph/morph-v3-fast",
    messages=[{"role": "user", "content": "Hello!"}],
)
print(response.choices[0].message.content)

JavaScript

import OpenAI from "openai";
const client = new OpenAI({ apiKey: "ng-YOUR_API_KEY", baseURL: "https://api.hormouz.net/v1" });
const response = await client.chat.completions.create({
  model: "morph/morph-v3-fast",
  messages: [{ role: "user", content: "Hello!" }],
});
console.log(response.choices[0].message.content);

Buy the Morph: Morph V3 Fast API, paid in rial

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One Hormouz key reaches Morph: Morph V3 Fast and 600+ other models, and you pay only for what you use.
No VPN and no risk of a banned account; just change the base URL to api.hormouz.net/v1.

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FAQ

How much does Morph V3 Fast cost?: Billing is usage-based: $0.8 per million input tokens and $1.2 per million output tokens. There is no fixed monthly fee. You pay only for what you use, at the rates shown in the Hormouz dashboard.
How do I access Morph V3 Fast from inside Iran?: Create an account on Hormouz and generate an API key. Hormouz provides a stable path to Morph V3 Fast from inside Iran, with no foreign credit card or circumvention tooling required.
Is Morph V3 Fast compatible with OpenAI code?: Yes. Hormouz exposes an OpenAI-compatible API. Just change the base URL to Hormouz and swap in your Hormouz key. Your existing OpenAI SDKs and code run without a rewrite.
What does an "apply" model like Morph V3 Fast do?: It applies a code edit rather than authoring code: given an instruction, the original code and an edit snippet, it produces the updated code very fast (~10,500 tokens/sec). It suits editor and agent workflows and runs with zero data retention.

Updated 2026-10-13