Automated README summary
Automatically summarized from the README on 24 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
An AstrBot plugin that scores incoming group messages with the TypeSafe Jev model and triggers a single proactive reply only when a message is genuinely worth responding to.
How it uses Jev
Jev answers typed questions (noul probabilities, a reply_value score) over state built from persona plus recent group chat. The returned probabilities feed a nomination rule; passing it yields a request_llm trigger, while dry_run only logs scores.
Primitives:choicescorenoul
Technique worth stealing
Use a cheap System One model as a high-frequency gate, deferring expensive LLM replies to only the messages it nominates.
Try it
Install the plugin in AstrBot, set api_key and persona, then run with dry_run: true to audit nominations first.
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 projectFound in material0.81
- Shows a System One patternFound in material0.70
- Describes handling uncertaintyunclear0.54
- Reports measured numbersnot found in the excerpt0.16
- Is a runnable toolFound in material0.97
- Top-10 learning shortlist signalunclear0.48
- Is a replica of the modelnot found in the excerpt0.03
- Solves a common problem (0–2)score on a 0–2 scale1.11 / 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 24 Oct 2026.