Automated README summary
Automatically summarized from the README on 4 Nov 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
ClauJev is a Claude Code plugin that uses Jev, TypeSafe AI's judgment model, as a second pair of eyes on Claude's work: request triage, effort suggestion, command guard, rule review and a final check of the diff.
How it uses Jev
On six Claude Code hooks, ClauJev builds a small state (request, command, diff) and asks Jev typed questions. Probabilities fall into low/uncertain/high bands; only high acts, returning an action to Claude or nothing.
Primitives:choicescore
Technique worth stealing
Compare the real git diff with Claude's final reply using an independent model, acting only on high-confidence answers.
Try it
/plugin install claujev --marketplace Civalski/claujev, then enter your TypeSafe AI key and restart Claude Code.
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-1.14.0- Project signals
jev-1.14.0- Category
jev-1.14.0- Pattern tags
jev-1.14.0
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 material0.64
- Shows a System One patternnot found in the excerpt0.38
- Describes handling uncertaintynot found in the excerpt0.05
- Reports measured numbersnot found in the excerpt0.03
- Is a runnable toolFound in material0.95
- Top-10 learning shortlist signalnot found in the excerpt0.35
- Is a replica of the modelnot found in the excerpt0.03
- Solves a common problem (0–2)score on a 0–2 scale1.29 / 2
- About JevFound in material0.99
no-judgment band (0.40–0.60)
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 4 Nov 2026.