The tool maintains a 102,928-node knowledge graph with 2.9M edges connecting skills, agents, MCP servers, and harnesses. It monitors what the user is building, walks the graph, and recommends the top-scored bundle of tools for the current task. For custom LLM setups, it provides a harness setup flow with dry-run, update, and uninstall controls. The graph includes 91,464 skill pages, 467 agents, 10,790 MCP servers, and 207 harnesses with semantic similarity, tags, and quality metrics.