DeepThinking AI

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tool-use

Covered in Agents & Protocols, where the background and the sources for this subject live.

Agents & Protocols

Progressive MCP vs CLI: which actually cuts tokens?

Anthropic measured one Drive to Salesforce transfer falling from 150,000 tokens to 2,000 by writing code against MCP servers instead of calling tools directly. That is a code execution result rather than an argument for deleting MCP. The Agent Skills spec puts numbers on the alternative: about 100 tokens per skill at rest.

4 min read

Agents & ProtocolsUpdated Sep 14, 2026

How does the Model Context Protocol actually work?

The Model Context Protocol is a JSON-RPC 2.0 layer that lets an AI client discover and call capabilities exposed by separate servers. It defines three primitives: tools, resources and prompts. Since revision 2026-07-28 it is stateless, negotiating per request rather than per session. It standardises transport and discovery. Authorisation stays your job.

6 min read