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Equation 11 · Part 3 · Measuring Tool Protocols and the Model Context Protocol: Evidence, Benchmarks, and Uncertainty

Symbol T_0

nmax⁡≈(B−T0)/tˉn_{\max} \approx (B - T_0)/\bar{t}
T0T_0

What this part means

the number of tokens.

Its job in the formula

T0T_0 is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.

Where the article explains it

If a system prompt costs T0T_0 tokens before any tools are added, and each of n tools costs on average tˉ\bar{t} tokens to describe, total schema overhead is approximately T(n) ≈\approx T0T_0 + n\,tˉ\bar{t}.

The passage around this formula

Under a fixed context budget B , the largest catalogue that fits is roughly nmax⁡n_{\max} ≈\approx (B - T0T_0)/tˉ\bar{t} . The model is a reasonable first approximation, and it is also the assumption a tenfold per-tool variance directly undermines: tˉ\bar t is not a constant of the tool, it is a property of how verbosely that tool’s schema and description happen to be written, which is an editorial choice…

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Sources cited in the surrounding passage

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