Define task-specific AI sub-agents in Markdown for any MCP-compatible tool.

Measure token savings per AI coding agent, optimize context, and share a live local knowledge graph across 16 CLI clients.

Rust MCP server and CLI for serial/UART devices, with JSON macro automation and agent skills for repeatable timed workflows.

MCP server + CLI + Codex/Claude skill for embedded debugging via probe-rs or OpenOCD — ARM Cortex-M, RISC-V, and Xtensa (ESP32), with AI crash diagnosis