Automated README summary
Automatically summarized from the README on 19 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A Python toolkit plus thirteen SKILL.md agent skills for Hermes, Claude Code and Codex. Jev handles small decisions — model routing, search filtering, memory screening, skill selection, triage, mailbox sorting, computer and browser actions — while the frontier model does the writing.
How it uses Jev
Jev receives a state plus typed questions and returns calibrated confidence; it never writes text. Each skill poses its own decision: which model fits the turn, which passages or search results matter, which skill to load, which bounded GUI or page action to take. Results drive routing, filtering, selection and action choice in code.
Primitives:choicescorenoul
Technique worth stealing
Route cheap decisions to a calibrated decision model and keep the expensive model for prose, starting in shadow mode to log before switching.
Try it
git clone https://github.com/kerpopule/hermes-jev-skills ~/hermes-jev-skills && python3 ~/hermes-jev-skills/install.py, then jev setup-key and jev doctor
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 material0.89
- Describes handling uncertaintynot found in the excerpt0.08
- Reports measured numbersnot found in the excerpt0.16
- Is a runnable toolFound in material0.96
- Top-10 learning shortlist signalunclear0.58
- Is a replica of the modelnot found in the excerpt0.04
- Solves a common problem (0–2)score on a 0–2 scale1.34 / 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 19 Oct 2026.