SonAIengine

When tool count exceeds LLM context limits, accuracy collapses (248 tools → 12%). graph-tool-call builds a tool graph from OpenAPI/MCP specs and retrieves multi

Graph-based tool retrieval for LLM agents. Builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph travers

Enables Korea University students to query their KUPID portal and Canvas LMS using natural language for notices, library seats, timetable, grades, courses, and

Campaign-driven social engagement MCP server for authentic developer community interaction (Dev.to, Bluesky, Twitter, Reddit) with a streamlined scout-draft-str

Stateful Pipeline MCP server for AI social agents — engage developer communities with minimal token usage

Stateful Pipeline framework for MCP servers — type-safe state management, declarative tool chaining, token-efficient design

Universal library that converts any API (OpenAPI, WSDL/SOAP, GraphQL, gRPC) into LLM-callable tool definitions