MCP-Flow automates large-scale discovery of MCP servers and synthesizes training data to improve LLM agents' tool selection and function calling at scales far beyond prior manual efforts.
Varying Characteristics and Performance across MCP Servers.As shown in Table 6, significant performance variations exist among functionally similar weather MCP servers
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MCP-Flow: Facilitating LLM Agents to Master Real-World, Diverse and Scaling MCP Tools
MCP-Flow automates large-scale discovery of MCP servers and synthesizes training data to improve LLM agents' tool selection and function calling at scales far beyond prior manual efforts.