mcp-room-wrapper

MCP Room Wrapper

Wrap any MCP (Model Context Protocol) server as a Plato room for automatic observation and distillation into tiny experts.

What It Does

This library wraps any MCP server, intercepts all model calls, logs choices and reasoning, and builds up observation data for automatic distillation into tiny experts via a Mixture-of-Experts (MoE) architecture.

Core Concepts

• McpRoom — wraps an MCP endpoint, collecting perception data (observed calls) and prediction data
• McpTick — a single observed model call with prompt, options, chosen answer, reasoning, and metadata
• DecisionPoint — identified decision patterns in the MCP workflow
• ExpertType — Classifier, Selector, Generator, Router, Validator, or Synthesizer
• DistillationPipeline — orchestrates the full pipeline: Observe → Analyze → Train → Validate → Deploy → Monitor

Usage

use mcp_room_wrapper::{McpRoom, McpTick, DistillationPipeline};

// Wrap an MCP server
let mut room = McpRoom::wrap("http://localhost:8080/mcp");

// Intercept calls
room.intercept_call(tick);

// Analyze decision points
let analysis = room.analyze();

// Or use the full pipeline
let mut pipeline = DistillationPipeline::start("http://localhost:8080/mcp");
pipeline.advance(); // Observing → Analyzing

Zero Dependencies

Pure Rust, no external crates required.