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Claude Concilium addresses the inherent limitations of relying on a single AI's perspective for critical tasks within Claude Code. It provides a robust multi-agent AI consultation framework, enabling users to solicit parallel insights from multiple large language models, including OpenAI, Gemini, Qwen, and DeepSeek, all integrated via the standard MCP protocol. This innovative approach helps users catch potential bugs, identify overlooked edge cases, and reach more optimal solutions by synthesizing diverse expert opinions, while also ensuring reliability with production-grade fallback chains.