effort-calibrator

Installation
SKILL.md

Effort Calibrator

On Fable 5 and 5.1, effort is the primary dial trading intelligence against latency and cost. Settings inherited from earlier models are usually wrong here, and so are settings inherited from Fable 5 by 5.1: an effort name does not buy the same amount of thinking across generations, so re-run your sweep on 5.1 even if you already tuned Fable 5. Reference points: Fable 5 at lower effort frequently beats earlier models at xhigh; Fable 5.1 at medium roughly matches Fable 5 at lower cost, and at low it often scores higher than Opus and Sonnet models at a similar cost per task, so include it wherever you would otherwise run a smaller model at higher effort.

Starting points by workload

Workload Start at
Routine transforms, classification, short edits, chat, subagents medium (try low if latency matters)
Most analysis and writing high (the general default)
Coding and agentic/tool-heavy work high (the API and Claude Code default on Fable 5 and 5.1) — even for workloads that ran at xhigh on earlier Opus models; escalate to xhigh only for the most capability-sensitive tasks
Hardest capability-sensitive work: large migrations, multi-day autonomous runs, novel research xhigh — on 5.1 this is where the gains over Fable 5 are largest, at the price of longer thinking before the first response
Frontier problems only, where evals show headroom above xhigh and token spend is unconstrained max

The signal for max is evals showing headroom above xhigh on your actual task: on most workloads it adds significant cost for small gains and can tip into overthinking.

Adjustment signals

Installs
6
GitHub Stars
19
First Seen
Aug 4, 2026