Efficiency Simulated 3 MCP tools

Efficiency Engine

Token budgets, loop prevention, and organic guardrails that make agents cheaper over time.

How you use it

Keep efficiency_enforce in the pre-commit path. When held for loops: change strategy (read authority, shrink scope) — do not retry the same failing edit.

Token savings

Directly budgets operations, predicts waste, and stops fix-loops — the primary token-burn failure mode in agent coding.

Consistency

Profiles (free / personal / enterprise) apply the same loop and budget rules across sessions.

In action

Efficiency

Track

Operation tokens land in the session ledger.

Predict

Loop

Block

Interactive demo

Token budgets + loop prevention

Operation budgets

explore 18,200 / 25,000 · waste 22%

fix-loop 9,400 / 12,000 · waste 61%

commit-checkpoint 4,100 / 12,000 · waste 12%

Token hotspots

src/features/**

packages/*/src/**

docs/**

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

Diagram

Example usage

# MCP: efficiency_enforce
{
  "commitScope": "efficiency",
  "profile": "personal",
  "loopPrevention": true
}

Docs →

efficiency_track
efficiency_predict
efficiency_enforce