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clarity-judge

TypeSafeAI/clarity-judge · Homepage

Multi-axis writing quality checker with separate named checks via Jev.

Automated README summary

Automatically summarized from the README on 21 Sept 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.

What it is

A TypeScript web app that evaluates supplied writing against separate named checks—hedging, em dash overuse, clarity, filler phrases, tone, passive voice, and actionability—showing each verdict, confidence, and supporting sentence instead of one opaque score.

How it uses Jev

Each enabled check becomes a typed question sent in one batch to Jev through the app's /api/judge endpoint. Jev returns probabilities per check; the app maps these to plain-language verdicts, confidence labels, and evidence sentences, with a configurable flagging threshold.

Primitives:choicescore

Technique worth stealing

Decompose a fuzzy quality judgment into separate named checks, each with its own verdict and confidence.

Try it

pnpm install --frozen-lockfile && pnpm dev, then open localhost:3000.

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 material0.80
  • Shows a System One patternunclear0.48
  • Describes handling uncertaintynot found in the excerpt0.05
  • Reports measured numbersnot found in the excerpt0.04
  • Is a runnable toolFound in material0.72
  • Top-10 learning shortlist signalunclear0.53
  • Is a replica of the modelnot found in the excerpt0.05
  • Solves a common problem (0–2)score on a 0–2 scale1.24 / 2
  • About JevFound in material0.98
Signals
Jev is core to the project0.80Shows a System One pattern0.48Describes handling uncertainty0.05Reports measured numbers0.04Is a runnable tool0.72Top-10 learning shortlist signal0.53Is a replica of the model0.0500.51Solves a common problem (0–2)1.24 / 2012

no-judgment band (0.40–0.60)

Design patterns
Questionnaire0.95Question bank0.82Menu0.56Traffic light0.35Scorecard0.27Fail open, fail closed0.21Grey zone0.20Inspection0.2000.51

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 21 Sept 2026.