What can this MCP calculate?

It calculates speedup ratios, effective throughput, optimal draft lengths, and monetary savings from performance gains.

How do I use this with Claude or Cursor?

You connect to the Vinkius hosted MCP once, and then your client can call the capabilities directly through the standard protocol.

Does this capability help with cost estimation?

Yes, you can use the economic impact capability to turn your saved inference time into a specific dollar amount.

Can I find the best draft length for my model?

Yes, the find_optimal_draft_length capability determines the most efficient window size to maximize your throughput.

Is this for real-time inference monitoring?

This is a deterministic optimization engine used to model and evaluate strategies, not a real-time monitoring capability for live traffic.

What is speculative decoding?

Speculative decoding is an acceleration technique where a small draft model predicts tokens that a larger target model verifies in parallel, increasing overall throughput.

How do I find the best draft length?

You can use the find_optimal_draft_length capability to automatically test window sizes from 1 to 20 to find the one that maximizes effective throughput.

Can I calculate the cost savings of this optimization?

Yes, the calculate_economic_impact capability allows you to convert time saved during inference into monetary savings based on your operational costs.

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Connect Speculative Decoding Speedup 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. Get precise performance metrics for your inference strategies.

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.

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.

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 Speculative Decoding Calculator.

01
Calculate economic impact
This capability converts your performance improvements into specific monetary savings. It calculates how much money you keep by reducing total inference time.
02
Calculate speculative metrics
This capability generates primary performance indicators like speedup, throughput, and token distribution. It uses your specific model configurations to output these values.
03
Find optimal draft length
This capability identifies the most efficient speculative window size. It finds the draft length that maximizes your token throughput.

Real work

What teams actually run

Draft Model Selection

Determine if a specific draft model provides enough speedup to justify the added complexity.

Budget Planning

Calculate how much an inference optimization will reduce your monthly compute bill.

Latency Reduction

Find the optimal draft length to minimize the time users wait for tokens.

Hardware Tuning

Adjust for overhead and acceptance rates to see how different hardware environments affect throughput.

One connector, every AI

Speculative Decoding 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.

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

You don't need a client to put Speculative Decoding 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

841ms average. Fast in production.

Speculative Decoding Calculator is checked daily against the live service.

Daily averagePeak 994ms

Oct 3Today

Fastest day: 566ms
Slowest day: 994ms
14-day trend: Improving-14%

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 Speculative Decoding Calculator, so you can see the experience inside your AI.

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

Speculative Decoding Calculator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_R6zM4edJsq4MqH1NEytgBARQUwtouiYeWtp5FpDR/mcp

Claude Desktop

Follow the steps below to connect in seconds.

1In Claude Desktop, open Settings → Connectors.
2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
3Click Add and start a new chat — Speculative Decoding Calculator capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "speculative-decoding-speedup-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_R6zM4edJsq4MqH1NEytgBARQUwtouiYeWtp5FpDR/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 Speculative Decoding Calculator in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Speculative Decoding Calculator owners hand off.

This MCP is for engineers and researchers working on large language model inference optimization.

01
ML Engineer
You hand off model performance parameters to the agent to find optimal deployment settings.
02
Inference Architect
You use the agent to model the economic and speed benefits of different speculative decoding setups.
03
AI Researcher
You use the capability to validate theoretical speedup gains against specific draft and target model specs.

FAQ

Questions Speculative Decoding Calculator owners ask.

01
What can this MCP calculate?
It calculates speedup ratios, effective throughput, optimal draft lengths, and monetary savings from performance gains.
02
How do I use this with Claude or Cursor?
You connect to the Vinkius hosted MCP once, and then your client can call the capabilities directly through the standard protocol.
03
Does this capability help with cost estimation?
Yes, you can use the economic impact capability to turn your saved inference time into a specific dollar amount.
04
Can I find the best draft length for my model?
Yes, the find_optimal_draft_length capability determines the most efficient window size to maximize your throughput.
05
Is this for real-time inference monitoring?
This is a deterministic optimization engine used to model and evaluate strategies, not a real-time monitoring capability for live traffic.
06
What is speculative decoding?
Speculative decoding is an acceleration technique where a small draft model predicts tokens that a larger target model verifies in parallel, increasing overall throughput.
07
How do I find the best draft length?
You can use the find_optimal_draft_length capability to automatically test window sizes from 1 to 20 to find the one that maximizes effective throughput.
08
Can I calculate the cost savings of this optimization?
Yes, the calculate_economic_impact capability allows you to convert time saved during inference into monetary savings based on your operational costs.

Explore

More in Optimization

Connect Speculative Decoding Calculator to Claude, Cursor, ChatGPT & more

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

Each Connector runs inside its own sealed environment.

One switch stops every agent. Instantly.

Spending limits that pause instead of surprise.

We ship only the actions that matter.

01-03

Calculate economic impact

Calculate speculative metrics

Find optimal draft length

What teams actually run

Draft Model Selection

Budget Planning

Latency Reduction

Hardware Tuning

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

Speculative Decoding Calculator Connector

Claude Desktop

ML Engineer

Inference Architect

AI Researcher

What can this MCP calculate?

How do I use this with Claude or Cursor?

Does this capability help with cost estimation?

Can I find the best draft length for my model?

Is this for real-time inference monitoring?

What is speculative decoding?

How do I find the best draft length?

Can I calculate the cost savings of this optimization?

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