Automated README summary
Automatically summarized from the README on 24 Sept 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A Python CLI that names and classifies graphify code-graph communities by having Jev pick from candidate names built from the graph, then routes a developer question to the community and symbol to read first.
How it uses Jev
Jev makes decisions on graph-derived state: for label, a Choice over candidate names, per-candidate fit checks, subsystem Choice, cohesion Score, and vendored check; for route, a Choice ranking communities, fit checks, and a symbol Choice; for dedup, a three-level Score and yes/no checks. Results are used in code via policy.py to accept names, route questions, or merge nodes.
Primitives:choicescorenoul
Technique worth stealing
Use selection instead of generation: build candidate names from the graph and have Jev pick one with confidence.
Try it
uv tool install git+https://github.com/190ibrahim/jev-graphify, then run jev-graphify label or route.
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 material0.90
- Shows a System One patternFound in material0.71
- Describes handling uncertaintynot found in the excerpt0.28
- Reports measured numbersnot found in the excerpt0.05
- Is a runnable toolFound in material0.92
- Top-10 learning shortlist signalnot found in the excerpt0.39
- Is a replica of the modelnot found in the excerpt0.04
- Solves a common problem (0–2)score on a 0–2 scale1.04 / 2
- About JevFound in material0.97
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 24 Sept 2026.