
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 AI tokens
Topic: AI tokens Clear topic

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

Research in progress on the cost of Claude and Codex tasks: usage, time and human review, with commands and settings for the workflow variants to compare.
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