
Connect Dot Object Transformer to ChatGPT, Claude and Gemini
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 complex nested JSON into flat dot-notation keys instantly.
Developed, maintained, and hosted by Vinkius.
MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED
Waiting for input…
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.

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.
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.
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 · 1 capability
We ship only the actions that matter.
01
1 capability in this set.
Part of 1 available through Dot Object Transformer.
- 01
Transform dot object
This capability flattens nested JSON into dot-notation keys or reconstructs nested objects from flat dictionaries. It is the primary way to prepare data for CSV exports or API payloads.
Real work
What teams actually run
CSV Data Export
Your agent flattens a complex JSON object so it can be saved as a clean, single-row CSV entry.
API Payload Construction
The agent takes flat data from a web form and reconstructs the nested JSON structure an API expects.
Database Ingestion
You use the capability to flatten nested objects into a format that matches a relational database schema.
Data Cleaning
Your agent uses dot-notation to easily target and manipulate specific deep fields within a large dataset.
Automate a task
Put Dot Object Transformer 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
Dot Object Transformer 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.
Claude
ChatGPT
Gemini
Perplexity
Grok
Microsoft Copilot
Cursor
VS Code
Windsurf
JetBrains
Cline
LangChain
Vercel AI SDK
Lovable
Z.ai
Raycast
Qwen Code
Kimi Code
Le ChatBuilding your own app? The connector is yours to use.
You don't need a client to put Dot Object Transformer 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
910ms average. Fast in production.
Dot Object Transformer is checked daily against the live service.
- Fastest day
- 675ms
- Slowest day
- 1027ms
- 14-day trend
- Improving-16%
Connect your client
One URL. Every client.
Activate the Connector, copy your link, and paste it into the client you already use. 1 capability arrives 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 Dot Object Transformer, so you can see the experience inside your AI.
It does not authenticate your account with Dot Object Transformer. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Dot Object Transformer Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_cQpfrvU2E5evElufAC80w0Oscslf68HztIqZeU9J/mcpClaude 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 — Dot Object Transformer capabilities are ready to use.
{
"mcpServers": {
"dot-object-transformer-mcp": {
"url": "https://edge.vinkius.com/vk_preview_cQpfrvU2E5evElufAC80w0Oscslf68HztIqZeU9J/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 Dot Object Transformer in Claude and other AIs
Who it's for
Built for the work Dot Object Transformer owners hand off.
This MCP is built for developers and data engineers who need to move data between different formats using AI agents.
- 01
Data Engineers
They hand off raw API responses to the agent to be flattened for database ingestion.
- 02
Backend Developers
They use the agent to transform flat user input into the nested JSON required by specific API endpoints.
- 03
Data Analysts
They use the agent to prepare complex JSON data for export into CSV spreadsheets.
FAQ
Questions Dot Object Transformer owners ask.
- 01
What does this MCP actually do?
It converts deeply nested JSON objects into flat dot-notation keys and vice versa. This makes it easy to move data between APIs and spreadsheets.
- 02
Will I lose data when flattening my JSON?
No. The transformation is designed to be lossless, meaning it preserves arrays and null values.
- 03
Which AI clients can use this?
You can use this with any MCP-compatible client, including Claude, Cursor, and Windsurf.
- 04
Do I need to host this myself?
No. Vinkius hosts and manages the MCP for you. You just connect and start using the capabilities.
- 05
Is this useful for CSV exports?
Yes. It is specifically designed to flatten nested data so it can be easily exported to a flat CSV format.
- 06
Does it preserve arrays?
Yes, arrays are flattened with numeric indices (e.g. "items.0.name") and restored perfectly on unflatten.
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Connect Dot Object Transformer to Claude, Cursor, ChatGPT & more
