ninjaone-mcp: NinjaOne MCP Server connects AI assistants to the NinjaOne IT management platform via Model Context Protocol. It uses a hierarchical tool-loading architecture to expose device monitoring, patch management, scripting, ticketing, and alert management — loading only the relevant domain tools on demand to reduce context overhead. Supports one-click deployment to DigitalOcean and Cloudflare Workers.; Matryoshka: Matryoshka (RLM) addresses the limitation of fixed LLM context windows by using a recursive language model approach. Instead of chunking or RAG, the LLM outputs commands in a constrained symbolic language called Nucleus, which are executed by the Lattice logic engine. This reduces entropy, enables safe execution, and achieves 97% token savings through handle-based storage.
Managing IT devices and running scripts through an AI assistant interface
Document analysis: search, filter, count, and sum large log files