How does the decay calculation work?

Utility is calculated by multiplying the relevance score by the exponential decay of the turns elapsed since the item was last accessed.

When is a consolidation trigger activated?

A consolidation trigger occurs when the short-term memory usage ratio exceeds eighty percent.

What is memory fragmentation?

It is the ratio of stale items (those meeting the eviction threshold) to the total number of items in short-term memory.

Agent Memory Optimization Calculator MCP Connector for Claude

A+

Optimize agentic memory hierarchies with precise allocation and decay analysis.

3 tools Official Updated Oct 1, 2026 Official Vinkius Partner

More Details Connect to Claude

This MCP server provides deterministic tools to manage multi-tiered agent memory. Use calculate_memory_state to get a full snapshot of memory health, including fragmentation and consolidation triggers. Use analyze_item_decay to evaluate the utility of specific information based on exponential decay, and check_maintenance_needs to identify required housekeeping tasks like cleaning up stale items or archiving summaries.

memoryagenticoptimizationdecayhierarchy

Connect to Claude

Subscribe on Vinkius, then add this connector to Claude.ai or Claude Code.

① Claude.ai (web app)

Go to Settings → Connectors → Add custom connector
Paste the MCP endpoint URL below

https://edge.vinkius.com/vk_preview_vfjhe0YazcljvdC6GEp5UagYFeJFTSpmSefrx62L/mcp

② Claude Code (terminal)

claude mcp add --transport http agent-memory-optimization-calculator https://edge.vinkius.com/vk_preview_vfjhe0YazcljvdC6GEp5UagYFeJFTSpmSefrx62L/mcp

③ Claude Desktop

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "agent-memory-optimization-calculator": {
      "url": "https://edge.vinkius.com/vk_preview_vfjhe0YazcljvdC6GEp5UagYFeJFTSpmSefrx62L/mcp"
    }
  }
}

Get full access on Vinkius

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