Automated README summary
Automatically summarized from the README on 20 Sept 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A Python CLI and library that routes a request to one skill from a catalogue of skill names and public descriptions, returning route, no_skill, or review. It is an optional routing layer for agent platforms like Hermes Agent.
How it uses Jev
Jev makes typed Choice calls to select top candidates per batch and final Choice plus need, ambiguity, and fit Noul judgements. Python applies thresholds to route, decline, or review. Each call returns candidate probabilities and independent judgement evidence.
Primitives:choicenoul
Technique worth stealing
Sort candidates, split into deterministic batches, run parallel Jev Choice calls, retain top candidates per batch, and reduce until a final Choice fits.
Try it
jev-router route --baseline --catalogue examples/catalogue.json --request "Repair the multi-stage Dockerfile so the image builds."
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 material0.92
- Shows a System One patternFound in material0.73
- Describes handling uncertaintynot found in the excerpt0.27
- Reports measured numbersFound in material0.99
- Is a runnable toolnot found in the excerpt0.34
- Top-10 learning shortlist signalunclear0.47
- Is a replica of the modelnot found in the excerpt0.07
- Solves a common problem (0–2)score on a 0–2 scale1.40 / 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 20 Sept 2026.