Memory Context Priority Pruner MCP Connector for Claude

The Memory Context Priority Pruner is a specialized utility designed to manage the AI's context window. It prevents context overflow by applying deterministic rules to prune conversation history. The system identifies immutable messages (system instructions and the first user message) and a protected buffer of recent messages that must remain intact. For all other middle-tier messages, it uses relevance scores to select only the most important content that fits within your specified token budget. Use analyze_context_density to audit your current usage, predict_pruning_impact to simulate strategies, and execute_context_reduction to perform the actual pruning.