Automated README summary
Automatically summarized from the README on 2 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A high-throughput service for ingesting prospective customer inquiries from website forms and webhooks, filtering bots, classifying intent, scoring leads, and syncing qualified records to Airtable CRM.
How it uses Jev
Jev (typesafe/jev-1.13) acts as a decision arbiter for lead qualification. It takes lead state and returns deterministic categories, 0–100 scores, and reasoning via Strict JSON Schema Structured Outputs. The result is used to classify and score leads before syncing to Airtable.
Primitives:choicescore
Technique worth stealing
Hot-reloaded prompt architecture with scoring rubric in prompts/jev-scoring.md managed by src/services/prompt-manager.ts.
Try it
pnpm install, configure .env, then pnpm dev
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 material0.89
- Shows a System One patternunclear0.49
- Describes handling uncertaintynot found in the excerpt0.06
- Reports measured numbersnot found in the excerpt0.06
- Is a runnable toolFound in material0.90
- Top-10 learning shortlist signalunclear0.46
- Is a replica of the modelnot found in the excerpt0.03
- Solves a common problem (0–2)score on a 0–2 scale1.24 / 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 2 Oct 2026.