Agent Memory Hierarchy Calculator

Agent Memory Hierarchy Calculator MCP Connector for Claude

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Deterministic memory management for agentic memory tiers.

3 tools Official Updated Oct 1, 2026 Official Vinkius Partner

This MCP server provides precise control over an AI agent's memory architecture. It manages the distribution of data across three distinct tiers: Working Memory for immediate context, Short-Term Memory (STM) for summarized history, and Long-Term Memory (LTM) for vector-based semantic storage. Use calculate_memory_allocation to distribute capacity, calculate_memory_health to monitor decay and fragmentation, and estimate_retrieval_performance to predict latency. It is designed to handle episodic, semantic, and procedural memory types with deterministic eviction and consolidation logic.

memory-managementai-agentsdeterministicvector-storagecontext-optimization

3 tools expose this connector's capabilities to your AI agent.

calculate_memory_allocation

Determines the exact distribution of data across the three memory tiers

calculate_memory_health

Evaluates the decay, fragmentation, and eviction needs of the current memory state

estimate_retrieval_performance

Predicts the latency and operational impact of accessing the long-term memory tier

See how to talk to your AI agent using Agent Memory Hierarchy Calculator.

Calculate the memory allocation for 1000 tokens of short-term capacity, 5000 long-term capacity, 5 working memory slots, and a top-K of 10.

The allocation is set with 5 working memory slots, 1000 tokens for short-term memory, and the remaining capacity in long-term memory.

Check the health of my short-term memory with a decay rate of 0.05 and current turn 10.

The memory health check is complete. No immediate eviction or consolidation is required at this time.

Estimate the latency for retrieving 20 items if each vector search takes 20ms.

The estimated retrieval latency is 400ms.

Relevance decays exponentially. You can use `calculate_memory_health` to determine when a memory's relevance score falls below the 0.1 threshold, triggering eviction from short-term to long-term storage.

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