Optimization Simulated 4 MCP tools

Optimization Engine

Performance budgets and MCP cost visualization.

How you use it

Pair with Efficiency. When MCP cost spikes, optimize_plan before continuing a tool-heavy exploration.

Token savings

Caps MCP/cost burn and forces cheaper strategies when budgets trip — complementary to loop prevention.

Consistency

Same performance/cost budgets applied to every governed host.

In action

Optimization

Budgets

MCP tokens/hr + latency budgets loaded.

Measure

Over

Plan

Interactive demo

Performance + MCP cost dashboard

Bundle size 412KB / 500KB

TTFB 180ms / 200ms

MCP tokens/hr 8420 / 10000

wiki_page

$2.4

commit_checkpoint

$0.9

sdk_graph_mutate

$1.8

confidence_enforce

$1.1

Simulated behavior only — does not execute proprietary AGS engine code.

Diagram

Example usage

# MCP: optimize_enforce
{}

# MCP: optimize_plan
{ "focus": "mcp-cost" }