OpenAI MCP
Call OpenAI compatible interfaces in AI Agent through MCP, covering conversations, responses, images, embeddings, and asynchronous tasks.
Access all OpenAI models through a unified interface—GPT-5, GPT-4o, o3, o1 conversational reasoning, DALL·E 3 / GPT Image generation, Embeddings vectorization.
Conversational reasoning, image generation, image editing, text vectorization—one API Key does it all
Fully supports GPT-5, GPT-4o, GPT-4.1 series and o series reasoning models, streaming output, tool calls, JSON Mode fully supported.
OpenAI's latest Responses API format, supports the same models as Chat Completions, providing more flexible interaction methods.
DALL·E 3, DALL·E 2, and GPT Image 1 / 1.5 support text-to-image and image editing, with multiple size and quality options.
text-embedding-3-small/large and ada-002 three embedding models for semantic search, clustering, and RAG applications.
By modifying the base_url, you can access the full range of OpenAI models through Ace Data Cloud, fully compatible with the official SDK.
from openai import OpenAI
client = OpenAI(
base_url="https://api.acedata.cloud",
api_key="YOUR_API_KEY"
)
# Chat Completions
response = client.chat.completions.create(
model="gpt-5",
messages=[
{"role": "user", "content": "Explain the core concepts of machine learning"}
]
)
print(response.choices[0].message.content)
# Image Generation
image = client.images.generate(
model="gpt-image-1",
prompt="A futuristic city at sunset",
n=1
)
print(image.data[0].url)
From registration to completing your first API call, it only takes a few minutes.
Register for Ace Data Cloud and generate an API key from the console.
Select Chat, Images, or Embeddings API based on your needs, along with the required model.
Use the OpenAI SDK or HTTP requests, modify the base_url to make the call.
Covers various AI application scenarios such as text, images, and vectorization.
GPT-5 and o3 excel in programming tasks and can be used for code generation, review, and debugging.
Build intelligent customer service systems, GPT-4o-mini provides cost-effective and efficient conversational capabilities.
DALL·E 3 and GPT Image generate high-quality images, suitable for design and marketing material creation.
Embeddings API vectorizes text to build semantic search engines and knowledge base Q&A systems.
Input data for GPT to analyze trends, generate reports, and visualize suggestions.
Inference models like o3 and o3-pro excel at mathematical proofs, logical analysis, and multi-step problem solving.
5 API endpoints cover the full capabilities of OpenAI
Conversational text generation, supports streaming output, tool calls, etc.
/openai/chat/completionsOpenAI's next-generation response interface, supports the same model set.
/openai/responsesText to image generation, DALL·E 3 / GPT Image.
/openai/images/generationsImage editing based on images and text prompts.
/openai/images/editsText vectorization for search, clustering, and RAG.
/openai/embeddingsSelect the most suitable model by task
The latest flagship conversational model, significantly improved reasoning and creative abilities.
Enhanced versions of GPT-5, with continuous improvements in 5.1, 5.2, 5.4, and 5.5, the latest 5.6 (Luna / Terra / Sol) covers lightweight to flagship.
Efficient multimodal model, supports mixed input of text and images.
Optimized for programming and long context, strong instruction-following ability.
Designed for complex reasoning, providing high-quality answers after deep thinking.
Text-to-image and image editing.
Charged based on actual usage, conversation by Token, images by piece, embeddings by Token—GPT / o series conversation Token prices are as low as 20% of the official OpenAI price.
Bulk packages can enjoy more discounts
Text charged by Token, images charged by piece, no minimum consumption
Dedicated plans for high-usage teams
| Model | Specification | Price per Image |
|---|---|---|
| GPT Image 1 | All Sizes | $0.019 |
| GPT Image 1.5 | All Sizes | $0.052 |
| DALL·E 3 | Standard 1024×1024 | $0.019 |
| DALL·E 3 | Standard 1024×1792 | $0.038 |
| DALL·E 3 | HD 1024×1024 | $0.038 |
| DALL·E 3 | HD 1024×1792 | $0.057 |
| DALL·E 2 | 1024×1024 | $0.0095 |
Common questions about using the OpenAI API
Ace Data Cloud provides a proxy interface that is fully compatible with the official OpenAI format, without the need to register an OpenAI account or bind an overseas credit card. One API Key can access multiple models such as OpenAI, Claude, Gemini, Grok, etc.
GPT-5 is OpenAI's latest flagship model, surpassing GPT-4o in reasoning, creativity, and knowledge capabilities. GPT-4o is a well-validated cost-effective choice suitable for cost-sensitive scenarios.
Reasoning models like o3, o3-pro, and o4-mini perform deep thinking before providing answers, making them particularly suitable for tasks that require deep reasoning, such as mathematical calculations, logical reasoning, and code analysis. o3-mini and o4-mini offer lower-cost reasoning capabilities.
GPT Image 1 / 1.5 is OpenAI's latest native image generation model, directly integrated into the GPT model, supporting more natural text-image interactions. DALL·E 3 is a dedicated image generation model that supports various quality and size options, including Standard/HD.
We recommend text-embedding-3-small, which offers the best cost-performance ratio ($0.0027 / million tokens). For higher precision, use text-embedding-3-large ($0.017 / million tokens). ada-002 is an older model that has good compatibility but is not as cost-effective as v3.
Ace Data Cloud offers a variety of large language models and AI service APIs
One API Key gives access to the full range of OpenAI models, from conversation to images to vectorization.