How do I connect JigsawStack to my AI client?

You subscribe to the MCP through Vinkius and enter your JigsawStack API key. Once connected, it is available in any MCP-compatible client like Claude or Cursor.

Do I need to write code to scrape websites?

No. You use the ai_web_scrape capability to tell your agent exactly what data you want from a URL using natural language.

Can this MCP handle image data?

Yes. It includes capabilities to extract text from images via vOCR and to check if images contain NSFW content.

What kind of data validation is supported?

The capabilities allow your agent to validate formats for things like emails and phone numbers.

Is JigsawStack hosted by Vinkius?

Yes. Vinkius hosts the MCP and manages the connection so you don't have to run it locally.

Can I scrape any web page and extract structured data?

Yes. The web scraping capability uses AI to extract structured data from any URL. Specify what data you want to extract and the capability returns it in a structured format.

Can I generate SQL queries from natural language?

Yes. The text-to-SQL capability converts natural language descriptions into SQL queries. Provide your schema and a plain English question to get the corresponding SQL.

How does JigsawStack authentication work?

JigsawStack uses a custom x-api-key header (not Bearer) for all requests to api.jigsawstack.com/v1.

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Connect JigsawStack 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 natural language into structured data and actionable code.

Ask AI about this Connector

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.

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 · 7 capabilities

We ship only the actions that matter.

Capability set01 / 02

01-04

4 capabilities in this set.

Part of 7 available through JigsawStack.

01
Check nsfw image
This capability scans an image to determine if it contains NSFW content.
02
AI web search
Your agent uses this to perform web searches powered by AI.
03
Translate text
This capability converts text from one language to another.
04
AI web scrape
Use this to pull specific data from a website using natural language instructions.

Capability set02 / 02

05-07

3 capabilities in this set.

Part of 7 available through JigsawStack.

05
Check profanity text
This capability checks a string of text for profanity.
06
Extract text from image
This capability performs vOCR to pull text out of an image URL.
07
Summarize text
This capability condenses long pieces of text into shorter summaries.

Real work

What teams actually run

E-commerce Monitoring

Scrape product details and prices from competitor sites automatically.

Database Management

Generate complex SQL queries using plain English descriptions.

Content Moderation

Scan user-uploaded images and text for inappropriate content.

Localization

Translate product catalogs into multiple languages instantly.

Automate a task

Put JigsawStack 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

JigsawStack 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 JigsawStack 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

849ms average. Fast in production.

JigsawStack is checked daily against the live service.

Daily averagePeak 1390ms

Oct 3Today

Fastest day: 752ms
Slowest day: 1390ms
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. 7 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 JigsawStack, so you can see the experience inside your AI.

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

JigsawStack Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_KPxx7QRVy9rKRYnDNTRkP3T5sok2axbozjs2aHFw/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 — JigsawStack capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "jigsawstack-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_KPxx7QRVy9rKRYnDNTRkP3T5sok2axbozjs2aHFw/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 JigsawStack in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work JigsawStack owners hand off.

This MCP is built for technical professionals who need to feed structured data into their AI workflows.

01
Developers
Integrate scraping and validation directly into their applications.
02
Data Teams
Convert natural language into SQL and geocode location data.
03
Automation Engineers
Build data pipelines that use AI to process web content.

FAQ

Questions JigsawStack owners ask.

01
How do I connect JigsawStack to my AI client?
You subscribe to the MCP through Vinkius and enter your JigsawStack API key. Once connected, it is available in any MCP-compatible client like Claude or Cursor.
02
Do I need to write code to scrape websites?
No. You use the ai_web_scrape capability to tell your agent exactly what data you want from a URL using natural language.
03
Can this MCP handle image data?
Yes. It includes capabilities to extract text from images via vOCR and to check if images contain NSFW content.
04
What kind of data validation is supported?
The capabilities allow your agent to validate formats for things like emails and phone numbers.
05
Is JigsawStack hosted by Vinkius?
Yes. Vinkius hosts the MCP and manages the connection so you don't have to run it locally.
06
Can I scrape any web page and extract structured data?
Yes. The web scraping capability uses AI to extract structured data from any URL. Specify what data you want to extract and the capability returns it in a structured format.
07
Can I generate SQL queries from natural language?
Yes. The text-to-SQL capability converts natural language descriptions into SQL queries. Provide your schema and a plain English question to get the corresponding SQL.
08
How does JigsawStack authentication work?
JigsawStack uses a custom x-api-key header (not Bearer) for all requests to api.jigsawstack.com/v1.

Explore

More in Developer Tools

Connect JigsawStack 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

Check nsfw image

AI web search

Translate text

AI web scrape

05-07

Check profanity text

Extract text from image

Summarize text

What teams actually run

E-commerce Monitoring

Database Management

Content Moderation

Localization

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

JigsawStack Connector

Claude Desktop

Developers

Data Teams

Automation Engineers

How do I connect JigsawStack to my AI client?

Do I need to write code to scrape websites?

Can this MCP handle image data?

What kind of data validation is supported?

Is JigsawStack hosted by Vinkius?

Can I scrape any web page and extract structured data?

Can I generate SQL queries from natural language?

How does JigsawStack authentication work?

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