Do I need Developer mode for this?

Yes, once. You switch it on under Settings, Apps & Connectors, Advanced settings. It takes a second and stays on; the connector keeps working from then on.

If I connect Speculative Decoding Calculator to ChatGPT, can I use the same connection in Claude or Gemini later?

Yes, and that's the point: the connection is yours, not ChatGPT's. You paste the same link in any AI you use, and there's nothing new to set up or pay again. Connect a new AI and Speculative Decoding Calculator is already there.

Do I need to hand my Speculative Decoding Calculator password to ChatGPT?

Never. You sign in once at Vinkius, and we keep your logins encrypted and away from your AI. ChatGPT only ever sees the link, and you can remove it whenever you want.

What can I actually ask ChatGPT to do with Speculative Decoding Calculator?

Whatever the Connector covers: check data, run actions and bring answers back into the chat. The Connector page lists every capability your AI gains, with real examples you can copy.

ChatGPT doesn't show the Connector. What do I check?

Make sure Developer mode is on, the link was pasted exactly as copied, and the Connector is active in your Vinkius account, then reopen the connectors list in ChatGPT. A deactivated Connector stops appearing in new chats.

Can I remove the access later?

Anytime. Remove the connector in your ChatGPT settings and it's out of your chats. Your Vinkius account keeps the connection and its history either way, ready for the next AI.

Calculate the performance metrics for a draft model with 50 tokens/s, a target model with 10 tokens/s, an acceptance rate of 0.7, a draft length of 5, and 20ms verification overhead.What is the optimal draft length if my max length is 10, draft speed is 100, target speed is 20, acceptance rate is 0.6, and overhead is 5ms?Estimate the cost savings if I save 3600 seconds using a setup that costs $0.05 per second.

Estimate the cost savings if I save 3600 seconds using a setup that costs $0.05 per second.What is the optimal draft length if my max length is 10, draft speed is 100, target speed is 20, acceptance rate is 0.6, and overhead is 5ms?Calculate the performance metrics for a draft model with 50 tokens/s, a target model with 10 tokens/s, an acceptance rate of 0.7, a draft length of 5, and 20ms verification overhead.

How to give ChatGPT access to Speculative Decoding Calculator

Set up in seconds, once. From then on, ChatGPT gets things done for you: it checks Speculative Decoding Calculator, does the legwork, and brings the answer back into the conversation.

Ask AI about this guide

Speculative Decoding Calculator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_XYWoPCFlNTCi1nCY0hLcYF1OVsVPSrlw38p6boSh/mcp

Connecting Speculative Decoding Calculator to ChatGPT

About a minute, right in your ChatGPT settings

1In ChatGPT, open Settings, choose Apps & Connectors, and turn on Developer mode under Advanced settings.
2Click Create, name it, and paste your Speculative Decoding Calculator link as the MCP server URL. Choose No authentication and check “I trust this application”.
3Create it, start a new chat, and switch the connector on via the + menu. Ask for something real: Speculative Decoding Calculator is now part of your ChatGPT.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "speculative-decoding-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_XYWoPCFlNTCi1nCY0hLcYF1OVsVPSrlw38p6boSh/mcp"
    }
  }
}

ChatGPT + Speculative Decoding Calculator

One chat. Your Speculative Decoding Calculator, live inside ChatGPT.

Real prompts, answered with live data. This is the kind of conversation you will have in ChatGPT once the link is in.

Waiting for input…

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

These prompts ship with the Speculative Decoding Calculator Connector. Once yours is connected, they work in your chats.

The full capability set, the prompts and the observed latency live on the Speculative Decoding Calculator Connector page.

Mission Control

See everything your ChatGPT agents do in Speculative Decoding Calculator.

When ChatGPT runs a tool in Speculative Decoding Calculator, it happens on ChatGPT's side: you see the answer in the chat, but not the request itself, what data it carried, or whether a rule was broken.

Now every move lands on your screen.

Every execution is recorded, enforced, and shown to you: what ran, what it returned, what was blocked, and why.

AI Briefing

Upgrade to unlock

Know exactly what needs your attention before you even look at the charts. One briefing. The full picture. The next move.

Requests

Total in this period

Avg Latency

API 88ms · Overhead 54ms

Vinkius Reliability

Agent 280 · Upstream 47 · Vinkius 15

Tokens

AI tokens processed

DLP Protected

Sensitive data redacted

Cost Saved

FinOps truncations applied

AI Agents Activities

last 30 days

30d agotoday

Request Volume & Latency

requests latency

Every request your ChatGPT agents make through Speculative Decoding Calculator is logged, enforced and auditable. See how AI Governance turns agent activity into accountability, and what it means for your Speculative Decoding Calculator workflows.

What sets us apart

It's not just the Connector that stays safe. Everything your agents do through it is.

Connecting Speculative Decoding Calculator to your AI is step one. But an open line between your agents and Speculative Decoding Calculator is only half the story: without protection, every action they take runs unguarded.

That's why protection doesn't stop at the door.

Every action your agents take through the Connector runs inside our infrastructure: signed activity logs, automatic key rotation, spending limits that pause instead of surprise, and a sandbox that isolates every execution.

Tamper Proof Activity Log

Every request your agents make in Speculative Decoding Calculator is recorded and signed, so any change to the history becomes detectable.

Automatic Key Rotation

We rotate security keys every 24 hours. Your Speculative Decoding Calculator connection stays protected without any manual work.

Spending Protection

We enforce the spending limit you choose and pause actions that exceed it until approval is received. Your Speculative Decoding Calculator actions never surprise you.

Isolated Sandbox

Every execution through Speculative Decoding Calculator runs isolated, with 34+ security rules covering memory, CPU, network access, file handling and execution.

Security Event Streaming

Security events flow to Splunk, Datadog or your own webhook, so Speculative Decoding Calculator activity lands in the tools you already rely on.

Instant Resume

Idle connections resume in 3 to 5 ms while preserving their state, keeping your ChatGPT conversations responsive.

Malicious File Protection

We detect compressed files designed to exhaust system resources and block them before they ever reach Speculative Decoding Calculator.

Credential Validation

We test your Speculative Decoding Calculator credentials before saving them. Invalid credentials are rejected instead of being stored.

Separate Usage Limits

Usage stays isolated per account, so activity in one connection never consumes another account's allowance.

One Connector, one link, and the whole operation is protected. Not just the connection: everything your agents do through it.

These guarantees are not add-ons: they are the infrastructure every Speculative Decoding Calculator connection runs on. Read how our infrastructure protects everything your ChatGPT agents do, end to end.

Inside Vinkius

Get Speculative Decoding Calculator ready for your AI. It's easy.

You choose Speculative Decoding Calculator from the Vinkius Catalog and get one connection link. That's it.

You choose Speculative Decoding Calculator
You find Speculative Decoding Calculator in the Catalog and install the Connector with one click.
Speculative Decoding Calculator
Active
Enable Connector
Activating…
You add the link in ChatGPT
Vinkius gives you one connection link. In ChatGPT, you click Create in Apps & Connectors and paste the link as the MCP server URL.
Token generated successfully
MCP Connection URL
https://edge.vinkius.com/vk_preview_XYWoPCFlNTCi1nCY0hLcYF1OVsVPSrlw38p6boSh/mcp
Connection Token
vk_live_••••••••
Go to Dashboard

Set it up once. Use Speculative Decoding Calculator with the AI you already use.

FAQ

ChatGPT access questions.

01
Do I need Developer mode for this?
Yes, once. You switch it on under Settings, Apps & Connectors, Advanced settings. It takes a second and stays on; the connector keeps working from then on.
02
If I connect Speculative Decoding Calculator to ChatGPT, can I use the same connection in Claude or Gemini later?
Yes, and that's the point: the connection is yours, not ChatGPT's. You paste the same link in any AI you use, and there's nothing new to set up or pay again. Connect a new AI and Speculative Decoding Calculator is already there.
03
Do I need to hand my Speculative Decoding Calculator password to ChatGPT?
Never. You sign in once at Vinkius, and we keep your logins encrypted and away from your AI. ChatGPT only ever sees the link, and you can remove it whenever you want.
04
What can I actually ask ChatGPT to do with Speculative Decoding Calculator?
Whatever the Connector covers: check data, run actions and bring answers back into the chat. The Connector page lists every capability your AI gains, with real examples you can copy.
05
ChatGPT doesn't show the Connector. What do I check?
Make sure Developer mode is on, the link was pasted exactly as copied, and the Connector is active in your Vinkius account, then reopen the connectors list in ChatGPT. A deactivated Connector stops appearing in new chats.
06
Can I remove the access later?
Anytime. Remove the connector in your ChatGPT settings and it's out of your chats. Your Vinkius account keeps the connection and its history either way, ready for the next AI.
More questions about Speculative Decoding Calculator? The Connector page answers them. See everything the Speculative Decoding Calculator Connector can do

About the Connector

What Speculative Decoding Calculator adds to your AI.

Once you connect it, your AI gains 3 capabilities: the exact actions it can take in Speculative Decoding Calculator when you ask. The Connector page lists every one of them in detail, alongside the latency we measure in production and prompts worth trying first.

See everything the Speculative Decoding Calculator Connector can do