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docs/quickstart/mcp.md

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* **Manage jobs** — submit long-running generations and poll their status/results.
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* **Account** — check your balance and usage.
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Every call is billed to your AI/ML API account, just like the REST API.
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Every call is billed to your AIML API account, just like the REST API.
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### Example requests
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Once connected, you talk to AI/ML API in plain language from your client. Because AI/ML API is an aggregator of **1000+ models**, you can do things no single-provider MCP can.
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Once connected, you talk to AIML API in plain language from your client. Because AIML API is an aggregator of **1000+ models**, you can do things no single-provider MCP can.
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**Pick the right model for the job** _(unique to an aggregator)_
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* "Find the cheapest model with function calling and 128k context, and show the cost per 1M tokens."
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* "Compare GPT-5.6 Sol and Claude Opus 4.8 on price and context window."
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* "Which AI/ML API model is best for coding agents?"
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* "Which AIML API model is best for coding agents?"
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* "Run this prompt through the top 3 models and show me the answers side by side."
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**Keep an eye on spend (AI FinOps)**
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* "What's my AI/ML API balance?"
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* "What's my AIML API balance?"
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* "How much have I spent this month, and on what?"
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* "Suggest a cheaper model for my last task."
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**Discover the catalog**
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* "List the newest LLMs on AI/ML API."
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* "List the newest LLMs on AIML API."
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* "Show me all image models and their prices."
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**Run inference**
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* "Generate an image of a mountain lake at sunset with Nano Banana 2."
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* "Create embeddings for these three sentences."
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Your client picks the right AI/ML API tool automatically and streams the result back into the chat.
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Your client picks the right AIML API tool automatically and streams the result back into the chat.
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## Managing the connection
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To stop using AI/ML API from a client, **remove or disconnect** the AIMLAPI connector — the exact step differs per client:
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To stop using AIML API from a client, **remove or disconnect** the AIMLAPI connector — the exact step differs per client:
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| Client | How to remove |
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| -------------- | ----------------------------------------------------------------------------------------------------------------------- |

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