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I Measured MCP vs Direct API Calls: The Token Math No One Tells You
MCP is having its moment. Every agent framework is wiring tools through it, and for good reason: standardized tool registration, composable servers, a protocol that doesn't force you to reinvent the plugin system every project. I get the appeal.
What I didn't see coming was the token bill.
Here's the number that stopped me cold: for a simple SerpApi search, an MCP agent used 6,047 tokens per call . A CLI script doing the exact same job used 351 tokens . That's 17x overhead, for the same ...
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