# ImageToPrompts [Health: Active]

**Category:** 🎨 Art & Culture  
**Repository:** https://imagetoprompts.io/mcp  
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**Directory Page:** https://allmcps.com/mcp/imagetoprompts

## Description
Turn reference images into detailed AI image prompts from an MCP client. Check account credits, submit generation tasks, and retrieve results. Requires an account API token.

## Claude Desktop Quick Installation
Remote MCP endpoint (confidence: medium). Install path inferred — verify against the README before running it. Add as a URL/SSE server in your client:

```json
"mcpServers": {
  "imagetoprompts": {
    "url": "https://imagetoprompts.io/mcp"
  }
}
```

## Documentation

## What ImageToPrompts does

ImageToPrompts converts reference images into detailed prompts for AI image generation. It exposes this workflow through the Model Context Protocol, allowing an MCP client to send image-related requests and receive generated prompt results.

The service also exposes account and task operations. An agent can check available account credits, submit a generation task, and retrieve the resulting output. These capabilities make it suitable for applications that need to inspect an image, create a reusable text prompt, and manage the generation request from one MCP-connected workflow.

## How it works

The service is accessed through its hosted MCP endpoint:

`https://imagetoprompts.io/api/mcp`

An MCP client connects to that URL and uses the available ImageToPrompts operations. A typical workflow begins with a reference image, then submits a request to generate a detailed AI image prompt. The client can check account credits before starting work and retrieve the result after submitting the task.

ImageToPrompts requires an account API token. The token authorizes access to the account-backed operations, including credit checks and task submission. Keep the token in the client’s secure configuration rather than exposing it in prompts or application output.

## Setup and configuration

Create or use an ImageToPrompts account and obtain its API token. Add the hosted endpoint to an MCP-compatible client as the server connection URL, then configure the account token wherever that client expects MCP authentication credentials.

The connection URL to use is:

- `https://imagetoprompts.io/api/mcp`

No local server process is required for this hosted connection. Once the client is connected and authenticated, an agent can use the image-to-prompt workflow and account operations exposed by ImageToPrompts.

## Tools and capabilities

- Convert reference images into detailed AI image prompts.
- Check the account’s available credits.
- Submit image-to-prompt generation tasks.
- Retrieve generation results.
- Provide these operations through an MCP client connection.

## Limitations and notes

Use of the service depends on an ImageToPrompts account API token. Generation tasks consume or depend on account credits, so an agent can check the balance before submitting work. The service is accessed through the hosted MCP endpoint rather than a locally described installation.

The endpoint is intended for MCP clients. The practical result depends on the client’s ability to connect to a hosted MCP endpoint and provide the required account credentials.

_Full upstream README: https://allmcps.com/mcp/imagetoprompts/readme_