OneResearchClaw is a multi-agent framework for scientific research automation. It ingests diverse input formats including audio, video, documents, arXiv links, and YouTube/Bilibili content, then orchestrates autonomous agents to perform literature research, content grounding, quality review, and skill evolution. The system outputs multi-format research reports and evolves its own capabilities through a skill catalog.