Researchers present SkillSeek, an open-source two-stage skill retriever for LLM agents, achieving parity with LLM-mediated retrieval loops at a significantly reduced cost. The SkillSeek system uses a standard IR recipe and is exposed over MCP, making it a strong default for agent-skill retrieval.