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Jeffort

andrewstephenson-v1/Jeffort

Scores each prompt with TypeSafe Jev and sets Claude's effort level.

Agent Decisions0.64Runner-up: Classification & RoutingFail open, fail closed
Automated README summary

Automatically summarized from the README on 6 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.

What it is

Jeffort is a Claude Code mod that automatically sets Claude's effort level for each turn. It scores your prompt with TypeSafe Jev and maps the result to an effort level, aiming to save tokens without touching the model.

How it uses Jev

Jev scores the prompt on four narrow questions: reasoning depth, scope, stakes, and ambiguity. A fifth question detects approval-only prompts, keeping the previous level. Jeffort maps the scores to an effort level, which Claude Code then uses for that turn.

Primitives:choicescore

Technique worth stealing

Use a small set of narrow, typed questions to map a prompt to a discrete effort level.

Try it

Install via Claude Code plugin marketplace: claude plugin marketplace add andrewstephenson-v1/Jeffort; claude plugin install jeffort@jeffort --scope user

View on GitHub

Start using Jev: API key and your first request →

Model judgments from README excerpts

Project signals use repository metadata, an existing summary and the first 700 README characters, not the full project. “Not found” means not detected in that material; it does not establish absence. These are the original judgments with recorded models and dates, not source audits or run results.

Models & evaluation dates

Inclusion gate
jev-1.13.0
Project signals
jev-1.13.0
Category
jev-1.13.0
Pattern tags
jev-1.13.0

Evidence

These signals use repository metadata, an existing summary and at most 700 cleaned README characters. ≥ 0.60 means reported in that excerpt; ≤ 0.40 means not found there. The middle band is inconclusive. None is a source-code audit or a test result. The runnable-tool question excludes research experiments; the recommendation question asks for a learning shortlist, not a quality verdict.

  • Jev is core to the projectFound in material0.90
  • Shows a System One patternFound in material0.63
  • Describes handling uncertaintynot found in the excerpt0.04
  • Reports measured numbersnot found in the excerpt0.04
  • Is a runnable toolFound in material0.88
  • Top-10 learning shortlist signalnot found in the excerpt0.38
  • Is a replica of the modelnot found in the excerpt0.05
  • Solves a common problem (0–2)score on a 0–2 scale1.01 / 2
  • About JevFound in material0.97
Signals
Jev is core to the project0.90Shows a System One pattern0.63Describes handling uncertainty0.04Reports measured numbers0.04Is a runnable tool0.88Top-10 learning shortlist signal0.38Is a replica of the model0.0500.51Solves a common problem (0–2)1.01 / 2012

no-judgment band (0.40–0.60)

Design patterns
Fail open, fail closed0.81Thermostat0.51Ghostwriter0.46Funnel0.36Viewfinder0.35Questionnaire0.24Scorecard0.2200.51

no-judgment band (0.40–0.60)

The Jev model and date for each judgment stage are listed above. Card written by DeepSeek V4.1 Flash from the README on 6 Oct 2026.