Vinkius

JigsawStack MCP for AI Agents. Scrape Data, Translate Content, Analyze Anything.

JigsawStack connects your AI client to a utility belt of specialized APIs for data extraction and content analysis. Use it to scrape structured data from any website, translate text between languages, summarize long documents, or convert addresses into coordinates—all through natural conversation.

JigsawStack MCP is compatible with Claude Claude
JigsawStack MCP is compatible with ChatGPT ChatGPT
JigsawStack MCP is compatible with Cursor Cursor
JigsawStack MCP is compatible with Gemini Gemini
JigsawStack MCP is compatible with Windsurf Windsurf
JigsawStack MCP is compatible with VS Code VS Code
JigsawStack MCP is compatible with JetBrains JetBrains
JigsawStack MCP is compatible with Vercel Vercel
See Vinkius in Action

Give Claude and any AI agent real-world access

Extracting web content

You instruct your agent to scrape specific types of information from any public website.

Analyzing text and images

You submit files or text for analysis, letting the system check for profanity, summarize long passages, or identify NSFW content in an image.

Translating languages

You pass text to translate between multiple supported languages instantly.

Geolocating addresses

You provide a physical address, and the system converts it into precise latitude and longitude coordinates.

Generating web search results

You ask your agent to perform an AI-powered search across the current web for up-to-date information.

Waiting for input…

AI Agent
JigsawStack

What AI agents can do with JigsawStack - 7 Utility Tools

These tools give your agent the power to web scrape data, analyze images, validate inputs, and translate text across multiple languages.

Make your AI actually useful.

Add this MCP to Claude, Cursor, or Windsurf and your AI stops guessing. It gets real tools to look things up, take action, and handle the stuff you keep doing by hand.

Start using JigsawStack MCP

Ai Web Scrape

Automatically pulls structured data from a given website address using natural language prompts.

Check Nsfw Image

Determines if an uploaded image contains inappropriate or NSFW content.

Check Profanity Text

Scans a provided block of text and flags any instances of profane language.

Summarize Text

Condenses long articles, reports, or documents into key takeaways while preserving...

Translate Text

Converts text content accurately between multiple foreign languages.

Extract Text From Image

Performs OCR on an image URL, pulling out readable text content from photos or scans.

Ai Web Search

Runs a comprehensive, AI-powered search across the web to gather current information and sources.

Security and governance baked right in.

Pick your AI client below to get set up. Just create a Vinkius account, subscribe, and you're instantly up and running. We handle the entire backend infrastructure, delivering out-of-the-box support for HTTPS Streamable, SSE, and OAuth2—zero messy routing required.

JigsawStack MCP is compatible with Claude

Claude AI

1

Open Claude Settings

Go to claude.ai, click your profile icon, then navigate to Customize → Connectors.

2

Add Custom Connector

Click the "+" button and select Add custom connector. Paste your Vinkius endpoint URL:

https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp

Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com. For OAuth-protected servers, expand Advanced settings to add credentials.

3

Start a conversation

Open a new chat. The JigsawStack integration is available immediately — no restart needed.

Choose How to Get Started

Build a custom MCP for your own tools, or connect a ready-made integration from our catalog.

Build Your Own

Turn any API into an MCP. Import a spec, define Agent Skills, or deploy with MCPFusion.

  • Import from OpenAPI, Swagger, or YAML specs
  • Create Agent Skills with progressive disclosure
  • Deploy to edge with MCPFusion framework
  • Built in DLP, auth, and compliance on each call
  • Real time usage dashboard and cost metering
  • Publish to catalog or keep private
Start building

Make Your AI Do More

Start with JigsawStack, then connect any of our 5,200+ other servers whenever your AI needs more. One click, no limits.

  • Use this MCP plus 5,200+ others, all in one place
  • Add new capabilities to your AI anytime you want
  • Connections are secured and governed automatically
  • Track usage and costs across all your servers
  • Works with Claude, ChatGPT, Cursor, and more
  • New servers added to the catalog weekly
JigsawStack MCP server cover

Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by JigsawStack. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.

VINKIUS INFRASTRUCTURE

Cloud Hosted

Managed infra

V8 Isolated

Sandboxed per request

Zero-Trust Proxy

No stored credentials

DLP Enforced

Policy on each call

GDPR Compliant

EU data residency

Token Compression

~60% cost reduction

Your data is protected. See how we built it.

The Pain of Manual Data Collection Solved with Vinkius AI Gateway

Think about it: you need to build a competitive analysis. You open the competitor's site, manually copy the product names. Then you switch tabs to find their contact page and manually copy the emails. Next, you have to paste those addresses into Google Maps just to check if they are real locations. This process takes an hour of tedious clicking and messy copy-pasting.

With this MCP, your agent handles it all in one go. You simply prompt it: 'Get me product names from this site, validate the contact emails found there, and find the coordinates for their main office.' The output is clean, structured data ready for use.

JigsawStack MCP Delivers Structured Insights

The biggest time sinks vanish. You don't have to switch between a scraper API, an OCR service, and a translation endpoint. The agent manages the entire flow automatically.

What changes is that you stop managing APIs and start getting answers. Your focus shifts from *how* to get the data to *what* to do with it.

What your AI can actually do with this

This MCP lets you treat complex data tasks like simple chat commands. Instead of jumping between ten different services, your agent handles everything in one place. You can pull structured product lists from e-commerce sites using ai_web_scrape, then send the text to another utility to validate all the associated email addresses.

Need to know where an old address is? Just ask it to geocode the location and convert that into coordinates. If you've got a massive chunk of technical text, use the summarization tool first, then pass the resulting short copy through the translation utility if you need it in Spanish or French.

All these capabilities are managed under one roof at Vinkius, making your AI agent a full-stack data worker.

Built · Hosted · Managed by Vinkius JigsawStack-MCP: Scrape Web Data & Translate Content
Server ID 019dd10e-5792-732d-8a37-b3493619515b
Vinkius Inspector
Compliance Grade A+
Score 100/100
Vinkius Inspector Badge — Score 100/100

Questions you might have

Can JigsawStack MCP handle scraping multiple pages? +

Yes, you can chain scraping actions together. You might use ai_web_scrape on a main index page and then ask the agent to iterate through links found there for more detailed product data.

Does JigsawStack MCP just scrape text? +

No, it's much broader. It also includes tools like check_nsfw_image and extract_text_from_image, letting you process images directly for content.

How does the JigsawStack MCP handle data validation? +

The MCP has built-in utilities that validate common formats, like emails and phone numbers. This ensures that when your agent scrapes a list of contacts, you only get usable records.

Can I use JigsawStack MCP for data pipelines? +

Absolutely. You can create complex multi-step workflows—for example, scrape text, summarize it, and then translate the summary into a target language all in one command sequence.

Is translation limited to specific languages with JigsawStack MCP? +

The translate_text tool supports multiple languages. Just specify the source and target languages you need when giving the instruction to your agent.