Browser-local developer utilities

Measure the hidden weight in your AI stack.

Inspect MCP schemas, move configs between clients, expose tool collisions, build rollout plans, and budget an agent's context window. Your inputs stay in this browser tab.

MCP payload analysis

Tool-schema budget analyzer

Paste a tools/list response or raw tool array. See what every tool costs before a model reads a single result.

0 bytesAccepted: array, tools, or result.tools
{ }No catalog analyzed

Run an analysis to rank expensive schemas and surface catalog quality issues.

How estimates work

Useful signal, without pretending tokenizers are identical.

Schema estimates use UTF-8 bytes divided by four—a practical planning approximation, not a provider bill. Collision scores combine normalized names and description-word overlap. Verify exact production budgets with the tokenizer used by your target model.