MCP Toolkit for Flutter AI Agent Driven Development (MCP/CLI + custom client side tools) - via closed feedback loop (visual & semantic snapshot) and high client side customization adaptable for any Flutter app. Nowadays it is often called as agentic harness.

Testing framework for MCP (Model Context Protocol) servers. Custom matchers, schema validation, fuzz testing, and snapshot support for vitest and jest.

The shared shape behind every MCP server in the civic-AI portfolio. Server factory + @Traced + structured logging + error envelopes + fixture loader + scaffolder CLI. M1 of the Digital Democracy Studio.