Apologies, you're right - I used imprecise terminology. The entire initial JSON structure that was sent from Claude Claude to the LLM at the start of a session was 162k. This included the system prompt together with a list of tools (some with very extensive explanations), MCP server details, etc.
I was simply supporting the article's data - their reported 33k tokens is probably roughly 150-165k.
A lot of people will just add as many tools as they can think of. I don’t think it’s obvious that this costs money.
Ah that makes sense, wasn't trying to be pedantic. Thanks for clarifying.
That’s entirely dependent on how many plugins, MCP tools, agents you have, and if you have pre-filling of all available tools enabled. Best way to avoid unnecessary expense is to avoid it all and use CLI tools instead.