ToolRosetta: Bridging Open-Source Repositories and LLM Agents through Automated Tool Standardization
arXiv 2603.09290·medium signal
Automatically translates heterogeneous open-source code repositories and APIs into MCP-compatible tools that LLM agents can reliably invoke, autonomously planning workflows, locating relevant code, and converting it into executable services with built-in security safeguards for arbitrary code execution. Agents powered by ToolRosetta consistently improve task completion over commercial LLMs and existing agent systems by giving them access to specialized open-source tools without manual curation.