
MCP and skills: measure and reduce tokens without losing context
A reproducible MCP lab measures local token counts, tests filters and projections, and checks that shorter results preserve the evidence needed.
Blog / Matteo Vincenti
I write about AI in everyday work, software development and how teams work together. I start with business problems and explore the technical decisions.
2 articles in Agent Skills
Topic: Agent Skills Clear topic

A reproducible MCP lab measures local token counts, tests filters and projections, and checks that shorter results preserve the evidence needed.

Build a code review skill for Claude and Codex. A lab compares two descriptions across four Codex sessions, with observed results and limits.
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