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Coder Memory Store transforms Claude Code into a self-improving development partner by building a long-term repository of complex problem-solving patterns. Unlike standard documentation, this skill specifically targets non-obvious bugs, architectural insights, and 'hard lessons' that are often lost between sessions. It uses a sophisticated two-stage retrieval process via MCP server v2 to intelligently merge new insights with existing knowledge, ensuring your AI assistant learns your specific preferences and avoids repeating past mistakes across different projects.