A local-first, multi-agent query interface built with LangChain, Chainlit, and Ollama, featuring dynamic Model Context Protocol (MCP) tool integration and Langfuse observability.
mcp observability multi-agent-systems plug-and-play langchain langchain-python local-llm chainlit ollama langfuse ollama-api langgraph agentic-ai custom-agent custom-agent-tools
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Updated
Jun 6, 2026 - Python