How does this MCP calculate ROI?

It compares the total investment against savings from onboarding efficiency, support ticket deflection, and knowledge transfer value.

Can I predict future costs?

Yes, you can use the maintenance projections capability to estimate the ongoing costs required to keep your documentation useful over time.

What AI clients can I use this with?

You can use this MCP with any compatible client, including Claude, Cursor, and Windsurf.

Does it account for outdated information?

Yes, the capability can provide freshness-adjusted returns to give a more accurate view of profit.

How do I know which documentation to write first?

You can use the identify priority areas capability to find which categories provide the highest relative value.

How is the ROI calculated?

The ROI is calculated by subtracting the total investment (hours spent multiplied by hourly rate) from the total savings (onboarding, support, and knowledge transfer) and dividing by the investment.

What is the freshness factor?

The freshness factor is a decimal between 0 and 1 that scales the total savings to reflect how current and accurate the documentation remains.

Can I project future maintenance costs?

Yes, you can use the get_maintenance_projections capability to estimate both annual and five-year cumulative maintenance costs.

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Connect Documentation ROI Calculator to ChatGPT and Claude

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. Turn your technical writing into measurable financial data.

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 · 4 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Documentation ROI Calculator.

01
Validate investment viability
This capability checks if your documentation project is currently profitable. It compares your total investment against the savings generated.
02
Get maintenance projections
This capability estimates the long-term costs of keeping your documentation useful. It calculates ongoing upkeep requirements over time.
03
Get roi summary
This capability provides a high-level overview of your total financial returns. It includes freshness-adjusted returns to give a realistic profit picture.
04
Identify priority areas
This capability finds where you should focus your efforts. It analyzes which documentation categories or metrics provide the most value.

Real work

What teams actually run

Budget Justification

Prove to leadership that investing in a new knowledge base will reduce support costs.

Resource Planning

Estimate the yearly labor costs needed to keep your existing docs up to date.

Onboarding Optimization

Calculate the financial impact of faster employee ramp-up times through better docs.

Project Feasibility

Check if a proposed documentation overhaul will actually result in a net profit.

One connector, every AI

Documentation ROI 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 Documentation ROI 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

857ms average. Fast in production.

Documentation ROI Calculator is checked daily against the live service.

Daily averagePeak 990ms

Oct 3Today

Fastest day: 744ms
Slowest day: 990ms
14-day trend: Improving-15%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 4 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 Documentation ROI Calculator, so you can see the experience inside your AI.

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

Documentation ROI Calculator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_gzBXd65bCxMxaa144vnNY2orq0ArXxxBFoJDL6hu/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 — Documentation ROI Calculator capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "documentation-roi-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_gzBXd65bCxMxaa144vnNY2orq0ArXxxBFoJDL6hu/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 Documentation ROI Calculator in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Documentation ROI Calculator owners hand off.

This MCP is built for leaders who need to justify technical writing and knowledge management budgets with hard numbers.

01
Technical Documentation Managers
They hand off project costs and savings metrics to prove the value of their team.
02
Product Managers
They use the capability to decide which product documentation areas deserve more resources.
03
Operations Leads
They use it to calculate how much onboarding efficiency improves the bottom line.

FAQ

Questions Documentation ROI Calculator owners ask.

01
How does this MCP calculate ROI?
It compares the total investment against savings from onboarding efficiency, support ticket deflection, and knowledge transfer value.
02
Can I predict future costs?
Yes, you can use the maintenance projections capability to estimate the ongoing costs required to keep your documentation useful over time.
03
What AI clients can I use this with?
You can use this MCP with any compatible client, including Claude, Cursor, and Windsurf.
04
Does it account for outdated information?
Yes, the capability can provide freshness-adjusted returns to give a more accurate view of profit.
05
How do I know which documentation to write first?
You can use the identify priority areas capability to find which categories provide the highest relative value.
06
How is the ROI calculated?
The ROI is calculated by subtracting the total investment (hours spent multiplied by hourly rate) from the total savings (onboarding, support, and knowledge transfer) and dividing by the investment.
07
What is the freshness factor?
The freshness factor is a decimal between 0 and 1 that scales the total savings to reflect how current and accurate the documentation remains.
08
Can I project future maintenance costs?
Yes, you can use the get_maintenance_projections capability to estimate both annual and five-year cumulative maintenance costs.

Explore

More in Productivity

Connect Documentation ROI 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.

01-04

Validate investment viability

Get maintenance projections

Get roi summary

Identify priority areas

What teams actually run

Budget Justification

Resource Planning

Onboarding Optimization

Project Feasibility

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

Documentation ROI Calculator Connector

Claude Desktop

Technical Documentation Managers

Product Managers

Operations Leads

How does this MCP calculate ROI?

Can I predict future costs?

What AI clients can I use this with?

Does it account for outdated information?

How do I know which documentation to write first?

How is the ROI calculated?

What is the freshness factor?

Can I project future maintenance costs?

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