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Connect Agent Memory Optimization Calculator to your AI

Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Keep your AI systems running clean and effective.

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

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Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

Your AI does the work. We keep it safe and sound.

No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.

Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

A futuristic MCP client docking bay
V8 Isolate01

Each Connector runs inside its own sealed environment.

Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.

Kill Switch02

One switch stops every agent. Instantly.

One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.

FinOps per User03

Spending limits that pause instead of surprise.

Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.

Three controls, built into the layer your AI connects through.

Curated set · 3 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Agent Memory Optimization Calculator.

  1. 01

    Check maintenance needs

    Determines if the agent needs to perform housekeeping tasks based on memory health

  2. 02

    Analyze item decay

    Evaluates the utility of a specific memory item to determine if it remains relevant

  3. 03

    Calculate memory state

    Provides a comprehensive snapshot of the current memory distribution, health metrics, and required maintenance actions

Real work

What teams actually run

01

Long-Term Chatbots

For chatbots that run for weeks, this MCP prevents context drift by regularly checking and pruning old, irrelevant conversation turns.

02

Research Agents

When an agent gathers data from multiple sources, it uses this MCP to score the utility of each piece of information, prioritizing the most valuable findings.

03

Workflow Automation

If an agent manages multi-step business processes, it uses this MCP to ensure that critical steps and outcomes are retained and not lost in the noise.

04

Stateful Simulations

For agents simulating complex environments, it maintains a clean, accurate memory state, preventing the simulation from breaking down due to memory overload.

One connector, every AI

Agent Memory Optimization Calculator works with the most popular AI clients.

These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.

ClaudeClaudeChatGPTChatGPTGeminiGeminiPerplexityPerplexityGrokGrokMicrosoft CopilotMicrosoft CopilotCursorCursorVS CodeVS CodeWindsurfWindsurfJetBrainsJetBrainsClineClineLangChainLangChainVercel AI SDKVercel AI SDKLovableLovableZ.aiZ.aiRaycastRaycastQwen CodeQwen CodeKimi CodeKimi CodeLe ChatLe Chat

Building your own app? The connector is yours to use.

You don't need a client to put Agent Memory Optimization Calculator to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.

Observed, not estimated

845ms average. Fast in production.

Agent Memory Optimization Calculator is checked daily against the live service.

Daily averagePeak 1076ms
Oct 3Today
Fastest day
691ms
Slowest day
1076ms
14-day trend
Improving-18%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 3 capabilities arrive ready to run.

Preview access · not provider authentication

The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of Agent Memory Optimization Calculator, so you can see the experience inside your AI.

It does not authenticate your account with Agent Memory Optimization Calculator. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Agent Memory Optimization Calculator Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_vfjhe0YazcljvdC6GEp5UagYFeJFTSpmSefrx62L/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Agent Memory Optimization Calculator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "agent-memory-optimization-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_vfjhe0YazcljvdC6GEp5UagYFeJFTSpmSefrx62L/mcp"
    }
  }
}
  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Step-by-step instructions for each client are in the guide. How to connect

Guided setup for Claude? Set up Agent Memory Optimization Calculator in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Agent Memory Optimization Calculator owners hand off.

This MCP is built for developers and AI engineers who build complex, stateful agents. If your AI needs to remember things accurately over long periods, you need this. It gives you the controls to prevent memory bloat and data decay.

  • 01

    AI Engineer

    Builds and tests agents that require persistent, accurate memory management.

  • 02

    Prompt Engineer

    Designs complex conversational flows that rely on historical context and memory integrity.

  • 03

    ML Developer

    Needs to monitor and optimize the performance of agentic systems in production.

FAQ

Questions Agent Memory Optimization Calculator owners ask.

  • 01

    What is 'memory fragmentation' in this context?

    Memory fragmentation means the agent's memory space is filled with small, non-contiguous chunks of data. This makes it harder and slower for the agent to pull together related information, even if the total data volume is fine.

  • 02

    Does this MCP replace my existing memory database?

    No. This MCP is a control layer. It provides the capabilities and logic to interact with and optimize the memory structure managed by your agent's core system.

  • 03

    How does 'exponential decay' work for memory items?

    It's a mathematical model that assumes the utility or relevance of an item drops off over time. The further away an item is from the current task, the lower its calculated relevance score becomes.

  • 04

    What kind of tasks does 'housekeeping' involve?

    Housekeeping refers to routine maintenance. It includes tasks like deleting truly stale items, consolidating multiple small summaries into one, or archiving completed session data.

  • 05

    Do I need to worry about latency when using this MCP?

    The MCP maintains a low average latency, which is critical for agents that need real-time memory analysis to maintain a smooth user experience.

  • 06

    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.

  • 07

    When is a consolidation trigger activated?

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

  • 08

    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.

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