Automated README summary
Automatically summarized from the README on 28 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A GitHub Action wrapper that labels issues using TypeSafe AI's Jev, flagging low-confidence cases for a human or LLM instead of guessing. Code now lives in jev-tools; this repo is the Marketplace wrapper.
How it uses Jev
README says Jev returns a label plus a confidence score; if unsure, the issue is flagged for escalation rather than guessed. Specific state inputs and code-level usage are not described here and are deferred to the jev-tools triage README.
Primitives:choice
Technique worth stealing
Gate on Jev's confidence score: auto-apply labels when sure, escalate uncertain issues to a human or LLM.
Try it
Add the action to a workflow with jev-api-key; pin @v1 or @v1.1.1.
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 material0.95
- Shows a System One patternFound in material0.82
- Describes handling uncertaintyFound in material0.95
- Reports measured numbersnot found in the excerpt0.02
- Is a runnable toolFound in material0.97
- Top-10 learning shortlist signalnot found in the excerpt0.33
- Is a replica of the modelnot found in the excerpt0.02
- Solves a common problem (0–2)score on a 0–2 scale1.52 / 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 28 Oct 2026.