jevbooks

← All projects

jev-harness

Talya1412/jev-harness

TypeSafe Jev integrations for agent harnesses, CI, CLIs, and editors.

Automated README summary

Automatically summarized from the README on 23 Sept 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.

What it is

Fourteen packages bringing TypeSafe Jev, a System One decision model returning calibrated probabilities, to agent harnesses (OMP, Pi, Claude Code), MCP clients, GitHub Actions, CLIs, VS Code, and Python.

How it uses Jev

Jev answers typed questions (noul, choice, score) over a state such as a diff or tool call; callers read probabilities via noul(), score(), and choice() and act on them in their own code, keeping thresholds and side effects local.

Primitives:choicescorenoul

Technique worth stealing

Batch many independent typed questions against one state, since batching is nearly free and answers are evaluated independently.

Try it

npm run playground → http://localhost:4173

View on GitHub

Start using Jev: API key and your first request →

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 material0.85
  • Shows a System One patternFound in material0.81
  • Describes handling uncertaintynot found in the excerpt0.30
  • Reports measured numbersnot found in the excerpt0.05
  • Is a runnable toolFound in material0.96
  • Top-10 learning shortlist signalunclear0.40
  • Is a replica of the modelnot found in the excerpt0.05
  • Solves a common problem (0–2)score on a 0–2 scale1.65 / 2
  • About JevFound in material0.98
Signals
Jev is core to the project0.85Shows a System One pattern0.81Describes handling uncertainty0.30Reports measured numbers0.05Is a runnable tool0.96Top-10 learning shortlist signal0.40Is a replica of the model0.0500.51Solves a common problem (0–2)1.65 / 2012

no-judgment band (0.40–0.60)

Design patterns
Questionnaire0.98Check-up0.97Flight recorder0.95Menu0.89Fail open, fail closed0.86Funnel0.68Traffic light0.57Blind review0.33Inspection0.32Question bank0.29Scorecard0.2100.51

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 23 Sept 2026.