gnn-mcp-protocol

To expose GNN operations as MCP tools, you run an automated MCP processing pipeline that discovers GNN modules, registers their operations as tools, and generates server configurations for LLM-driven usage via JSON-RPC.

MCP tool registration for GNN pipelines is used to automate module discovery and expose GNN parsing, validation, and analysis functions as standardized resources that LLM agents can invoke across end-to-end automation environments.

You configure an MCP server for GNN capabilities by processing MCP configurations to build server setups that cross-register GNN module tools, enabling MCP hosts to consume pipeline operations through stable JSON-RPC interfaces.

Yes, stable JSON-RPC interfaces are required to use MCP for GNN module discovery, as they ensure reliable tool invocation, telemetry collection, and proper module packaging within MCP-enabled environments.

Limitations of automating GNN MCP tool registration include the strict requirement for stable JSON-RPC interfaces and proper module packaging, without which reliable tool invocation and telemetry collection across GNN modules cannot be guaranteed.

Yes, gnn-mcp-protocol works with MCP hosts by building and configuring an MCP server that consumes GNN capabilities, enabling cross-module tool usage and resource exposure for LLM agents in end-to-end pipelines.