Shev turns any message into a single JSON decision with no agents or prompt engineering

DeepSeek v4.1 flash on OpenCode pretty good

Shev turns any message into a single JSON decision with no agents or prompt engineering

Shev is a command-line tool that takes a whole message—an email, ticket, or review—and returns one structured JSON decision with fields like actionable, take_action, confidence, and generated_response. It runs locally on Apple Silicon with a small ternary MLX model or remotely via DeepSeek, and saves every decision to responses.json for other assistants to read over MCP. No agents, no orchestration, no prompt engineering.

One message in, one decision out, in a file you can just read.

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2026-10-17