Automated README summary
Automatically summarized from the README on 29 Sept 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
jev-pilot is a Claude Code plugin for developers using Claude Code. Before each turn it asks Jev, TypeSafe's decision model, typed questions about the prompt and configures reasoning effort, subagent model and effort, strategy advice, and the one skill the prompt needs.
How it uses Jev
Jev receives the prompt, the last 4 messages (text and tool names only), and plain facts about the request. It returns choices for effort (low to max), subagent model (Haiku/Sonnet/Opus) and effort, strategy, and skill. Results set the turn up; a mid-turn raise follows failed tool calls.
Primitives:choice
Technique worth stealing
Typed choice questions with options described by the kind of task they fit, plus confidence bars for raising, lowering and close calls.
Try it
curl -fsSL https://raw.githubusercontent.com/Akramovic1/jev-pilot/main/install.sh | bash, then run claude-jev
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 material0.91
- Shows a System One patternFound in material0.86
- Describes handling uncertaintynot found in the excerpt0.05
- Reports measured numbersnot found in the excerpt0.05
- Is a runnable toolFound in material0.97
- Top-10 learning shortlist signalunclear0.43
- Is a replica of the modelnot found in the excerpt0.03
- Solves a common problem (0–2)score on a 0–2 scale1.06 / 2
- About JevFound in material0.98
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 29 Sept 2026.