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jev-mcp

BYK/jev-mcp

Eval-first MCP server for Jev's typed judgments with probabilities.

What it is

An MCP server for TypeSafe's Jev, a System One model that returns typed judgments (noul, choice, score) with probabilities instead of generated text. It helps developers prototype, evaluate, and apply questions to many items.

How it uses Jev

Jev answers typed questions against a state. jev_ask prototypes a question on one state; jev_map runs a question set over many items, returning compact rows; jev_eval measures variants against labeled examples, providing accuracy, calibration, threshold sweep, and worst misses.

Primitives:noulchoicescore

Technique worth stealing

Use jev_eval to pick thresholds from a table, not intuition, and jev_map to keep bulk out of context.

Try it

claude mcp add jev -e TYPESAFE_API_KEY=sk-... -- npx -y jev-eval-mcp

View on GitHub

judged by Jevjev-1.13.0

Evidence

Each line is one question put to Jev about the README. ≥ 0.60 reads as yes, ≤ 0.40 as no; in between Jev is not making a call.

  • Jev-centricyes0.94
  • Shows a System One patternunclear0.60
  • Handles uncertaintyno0.09
  • Measuredno0.05
  • Runnableyes0.91
  • Worth recommendingyes0.65
  • Model replicano0.04
  • Problem scopescore on a 0–2 scale1.02
  • About Jevyes0.98

Signals by Jev jev-1.13.0, card written by DeepSeek V4.1 Flash from the README on 20 Sept 2026.