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MCP Client for Ollama provides a Python-based interface for connecting LLMs hosted by Ollama to MCP servers. It supports both stdio and SSE transport protocols, manages multiple server connections simultaneously, and handles tool discovery and execution through a namespaced approach. The implementation includes a chat session manager that processes conversations, executes tool calls, and maintains context between interactions.