"Cockpit" matching MCP servers:

Accounting automation MCP server for Japanese tax firms. Two-stage classifier (keyword + Claude AI) with TaxRuleEngine for consumption tax, withholding, invoice system, and confidence-based routing.

A lightweight, air-gapped desktop cockpit connecting local LLMs (Llama 3.2) to standard MCP tools with deterministic hardware safety, acting as an edge-native MCP control plane and autonomous tool dispatcher.