What data points does this MCP use to calculate an instructor's score?

The MCP calculates the score using three main data points: attendance records, participant satisfaction ratings, and outcome correlation data. This gives a full view of effectiveness.

Can I use this to predict if an instructor will improve?

Yes, you can check the performance trend. The MCP determines if an instructor's performance is currently improving, declining, or staying consistent based on historical scores.

Does this require me to manage credentials?

No. Vinkius hosts and manages the credentials for this MCP. You connect once from your AI client and get immediate access to the capabilities.

Is this only for large companies?

No. This MCP is designed for any organization running accelerator programs or structured training that needs professional performance metrics.

What if I don't know the instructor's ID?

The capabilities are designed to accept various inputs, including specific IDs, or general criteria like topic and style, depending on the function you call.

How is the instructor score calculated?

The score is a weighted combination of attendance rate, student satisfaction, outcome correlation, and repeat invitation rates.

Can I find instructors for a specific topic?

Yes, you can use recommend_instructors to find suitable instructors by specifying a required topic and preferred teaching style.

How do I track if an instructor is improving?

You can use the get_effectiveness_trend capability by providing the instructor ID and their recent session history.

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Connect Accelerator Instructor Effectiveness 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 data-driven insights to improve your training quality.

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 Accelerator Instructor Effectiveness.

01
Recommend instructors
Suggest the most suitable instructors for a specific upcoming curriculum or session
02
Get effectiveness trend
Determine if an instructor's performance is improving, declining, or staying consistent
03
Get instructor score
Calculate a single, comprehensive effectiveness score for a specific instructor

Real work

What teams actually run

Launching a New Module

You're adding 'Advanced Finance' to the curriculum. You ask the MCP to recommend instructors who specialize in finance and have a high score.

Reviewing a Cohort

After a program ends, you want to know the average effectiveness score for the entire group of instructors who taught that cohort.

Identifying At-Risk Staff

You notice a specific instructor's scores are dipping. You use the trend analysis capability to confirm if the decline is recent or part of a long-term pattern.

Resource Allocation

You need to staff three different workshops next month. You use the MCP to find three different instructors who meet specific topic and style requirements.

Automate a task

Put Accelerator Instructor Effectiveness to work on one thing.

Step-by-step automations your AI runs through this Connector: the workflow, the prompts to start with, and the exact capabilities behind each move.

One connector, every AI

Accelerator Instructor Effectiveness 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 Accelerator Instructor Effectiveness 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

834ms average. Fast in production.

Accelerator Instructor Effectiveness is checked daily against the live service.

Daily averagePeak 1059ms

Oct 3Today

Fastest day: 714ms
Slowest day: 1059ms
14-day trend: Stable0%

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 Accelerator Instructor Effectiveness, so you can see the experience inside your AI.

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

Accelerator Instructor Effectiveness Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_VP4WeO1Ug12b05Xj97Rt2IBpKKfpPwDEj9AyjAVO/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 — Accelerator Instructor Effectiveness capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "accelerator-instructor-effectiveness-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_VP4WeO1Ug12b05Xj97Rt2IBpKKfpPwDEj9AyjAVO/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 Accelerator Instructor Effectiveness in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Accelerator Instructor Effectiveness owners hand off.

This MCP is essential for L&D professionals and program managers running accelerator programs. If you're responsible for curriculum quality and instructor retention, this capability gives you the data you need to make hiring and scheduling decisions.

01
Program Manager
You use this MCP to track overall program health and identify which instructors need support or retraining.
02
Curriculum Designer
You rely on this MCP to ensure that new modules are taught by instructors with the perfect background and style match.
03
Training Director
You use this MCP to generate reports that prove the value and effectiveness of your entire training department.

FAQ

Questions Accelerator Instructor Effectiveness owners ask.

01
What data points does this MCP use to calculate an instructor's score?
The MCP calculates the score using three main data points: attendance records, participant satisfaction ratings, and outcome correlation data. This gives a full view of effectiveness.
02
Can I use this to predict if an instructor will improve?
Yes, you can check the performance trend. The MCP determines if an instructor's performance is currently improving, declining, or staying consistent based on historical scores.
03
Does this require me to manage credentials?
No. Vinkius hosts and manages the credentials for this MCP. You connect once from your AI client and get immediate access to the capabilities.
04
Is this only for large companies?
No. This MCP is designed for any organization running accelerator programs or structured training that needs professional performance metrics.
05
What if I don't know the instructor's ID?
The capabilities are designed to accept various inputs, including specific IDs, or general criteria like topic and style, depending on the function you call.
06
How is the instructor score calculated?
The score is a weighted combination of attendance rate, student satisfaction, outcome correlation, and repeat invitation rates.
07
Can I find instructors for a specific topic?
Yes, you can use recommend_instructors to find suitable instructors by specifying a required topic and preferred teaching style.
08
How do I track if an instructor is improving?
You can use the get_effectiveness_trend capability by providing the instructor ID and their recent session history.

Explore

More in Education

Connect Accelerator Instructor Effectiveness 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

Recommend instructors

Get effectiveness trend

Get instructor score

What teams actually run

Launching a New Module

Reviewing a Cohort

Identifying At-Risk Staff

Resource Allocation

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

Accelerator Instructor Effectiveness Connector

Claude Desktop

Program Manager

Curriculum Designer

Training Director

What data points does this MCP use to calculate an instructor's score?

Can I use this to predict if an instructor will improve?

Does this require me to manage credentials?

Is this only for large companies?

What if I don't know the instructor's ID?

How is the instructor score calculated?

Can I find instructors for a specific topic?

How do I track if an instructor is improving?

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