Automated README summary
Automatically summarized from the README on 22 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
JevShelf is a Python CLI that keeps one skill library and exposes a small router skill to coding agents. It ranks skills in a configured collection and loads only the selected instructions, working across Skillshare-enabled harnesses.
How it uses Jev
In `--mode jev`, JevShelf uses TypeSafe Jev to rank skills within one configured collection given the task text and skill metadata. Search returns only selected metadata and digests; the agent then calls `jevshelf load` with an expected SHA-256 digest to fetch the chosen skill in bounded pages.
Primitives:choice
Technique worth stealing
Expose one small router skill per domain and lazily rank/load specialists via Jev instead of dumping every SKILL.md into context.
Try it
Run `bash scripts/bootstrap.sh`, then `./bin/jevshelf init` and `./bin/jevshelf search --collection writing --mode lexical --task '...'`.
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 projectunclear0.40
- Shows a System One patternnot found in the excerpt0.09
- Describes handling uncertaintynot found in the excerpt0.03
- Reports measured numbersnot found in the excerpt0.02
- Is a runnable toolFound in material0.94
- Top-10 learning shortlist signalnot found in the excerpt0.31
- Is a replica of the modelnot found in the excerpt0.07
- Solves a common problem (0–2)score on a 0–2 scale1.33 / 2
- About JevFound in material0.96
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 22 Oct 2026.