Related products: API & MCP

Understanding MCP Credits vs. Tokens

By Maggie Copeland · Product Marketing Manager

With the new MCP Usage page, Account Admins can now see exactly where their Intelligence Credits go. That raises a fair question: “My AI assistant uses tokens. Meltwater uses credits. Aren’t they the same thing?” We’re here to show you how they’re different.

TL;DR: Tokens are used in every message you send. Credits only get used when your assistant uses Meltwater tools.

TokensIntelligence Credits
Who bills youYour AI providerMeltwater
What uses themEvery message you send and every replyOnly when your assistant calls a Meltwater tool
What drives the amountHow long the conversation isWhich Meltwater tools get called
Where to see themYour AI provider’s usage or billing settingsAccount > MCP Usage, or ask your assistant

Quick check:

Asked for fresh data from Meltwater? That uses tokens, and usually credits.

Asked to reformat, summarize or rewrite what you already have? That uses tokens only.

Tokens: Billed by Your AI Provider

Tokens measure how much text your AI assistant (Claude, ChatGPT, Copilot and others) reads and writes. Your AI provider bills you for them. Each time you send a message, the assistant:

Each of those steps uses tokens, whether or not Meltwater is involved.

Animation showing the assistant reading a message, rereading the conversation, and writing a reply, each step using tokens

Intelligence Credits: Billed by Meltwater

Credits measure the Meltwater intelligence your assistant pulls in using Meltwater MCP. They’re used from your Meltwater credit balance, only when the assistant calls a Meltwater tool. A tool is one task the AI Assistant assigns to Meltwater, like building a search or pulling analytics. The AI assistant chooses the tools needed for each task, but you can guide it.

Some tools are charged by credit cost, depending on how much work the tool does. Others are free. You can recognize a tool when you expand its dropdown to see a “request” (might look different in your AI environment).

A Claude conversation asking for the latest LEGO news, with the Unified Documents Retrieval tool expanded to show its request
Expand the tool dropdown to see the request your assistant sent to Meltwater.

Multiple Tool Calls Add Up Credits

For the next example, you can ask a question like, “How has Poppi been performing in the last 7 days?” To answer, the assistant calls one Meltwater tool, Aggregate document metrics, to count the Poppi mentions by platform and by day. That call uses 25 credits. The assistant then builds the table and writes the summary. That part costs no credits.

Animation of an assistant answering a question about Poppi by calling the Aggregate document metrics tool

Tools that cost credits use an amount assigned at the tool level. The credits are only used in prompts that call Meltwater MCP tools.

Follow-Up Messages Use Tokens, Not Always Credits

Next, you might ask your AI assistant to “Refresh this weekly brief.” It calls Meltwater for fresh data, and those tool calls use credits. Then you say “Now reformat that as bullets.” That second request never reaches Meltwater, because the assistant already has the data. It uses tokens, because the assistant has to reread the thread and rewrite the brief. It uses no credits.

Recap: Prompts Use Text, Credits Are Used When Calling Meltwater

Hope that clarifies it: Prompt length drives tokens. Meltwater calls drive credits.

That’s why a long, extensive conversation can use plenty of tokens and zero credits. It’s also why a four-word prompt can use more credits than you’d expect if it calls several heavyweight tools.

Try it yourself

Type a prompt, pick a model, and see the estimated tokens. Turn on Meltwater MCP to see the credits a tool call would use.

Open the calculator in a new window

Good to Know

Where to track credits: Account Admins can open Account > MCP Usage to see credit spend by user, by tool and over time.

The Account menu in Meltwater with MCP Usage selected, showing credits used and a daily usage chart
Account > MCP Usage shows credits used and a daily trend.

Anyone on your account with Meltwater MCP can also ask their assistant for usage, even users who aren’t admins. Ask something like “What’s my credit usage?” or “How many credits did this cost?” The assistant uses the account usage tool (account_get_credit_usage) to pull the numbers. Note: Checking usage doesn’t use credits.

By default, the answer covers the current month for everyone on the account. You can ask for a different date range, a specific tool, or a breakdown by month, tool, or user. To check one conversation, ask “How many credits were used?” in that same conversation.

A ChatGPT conversation where the user asks for account credit usage and gets credits consumed and total calls
In ChatGPT, the highlighted numbers are the credits consumed and total calls.
A Claude conversation that loads Meltwater credit usage and answers with total credits and calls, broken down by tool and day
In Claude, the highlighted total is the credits and calls for the period.

Tips for the account usage tool: Results are most accurate for future conversations. If you try account_get_credit_usage in older conversations, it may not be accurate to future credit measurements.

Where to track tokens: Check your AI provider’s usage or billing settings. Meltwater doesn’t see or charge for tokens.

Making credits go further: Follow-up requests like reformatting, summarizing or rewriting usually don’t call Meltwater again. Being specific up front also helps the assistant pick the right tool the first time.

Troubleshooting

The assistant used more credits than I expected. Expand the tool dropdowns in the conversation to see which Meltwater tools were called, then ask “How many credits were used?” in that same conversation. A single prompt can call several tools. Being specific up front helps the assistant pick the right tool the first time.

My assistant doesn’t call Meltwater at all. Make sure the Meltwater connector is turned on in your AI assistant, then ask for something that needs Meltwater data, like the latest news about your brand. If the answer doesn’t show a Meltwater tool call, name Meltwater in your prompt.

A tool isn’t available to me. The tools you can use depend on your Meltwater package, and some need a permission an Account Admin can grant. Ask your assistant “Which Meltwater tools do I have, and what do they cost?” Checking costs doesn’t use credits. The Tools Explorer in the Developer Portal also lists your tools.

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