Can I scrape any web page and extract structured data?

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

Can I generate SQL queries from natural language?

Yes. The text-to-SQL tool 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`.

INSTANT PLUG AND PLAY

JigsawStack MCP Server for WindsurfGive Windsurf instant access to 7 tools to Ai Web Scrape, Ai Web Search, Check Nsfw Image, and more

Name: JigsawStack
Availability: InStock
Author: Vinkius

Built by Vinkius GDPR 7 Tools IDE

Windsurf brings agentic AI coding to a purpose-built IDE. Connect JigsawStack through Vinkius and Cascade will auto-discover every tool. ask questions, generate code, and act on live data without leaving your editor.

Use with Your AI Agent

Ask AI about this App Connector for Windsurf

Open in ChatGPT Open in Claude Open in Perplexity

The JigsawStack app connector for Windsurf is a standout in the Developer Tools category — giving your AI agent 7 tools to work with, ready to go from day one.

Vinkius delivers Streamable HTTP and SSE to any MCP client

RecommendedModern Approach — Zero Configuration

Vinkius Desktop App

The modern way to manage MCP Servers — no config files, no terminal commands. Install JigsawStack and 3,400+ MCP Servers from a single visual interface.

Download Free Open SourceNo signup required

Classic Setup·json

{
  "mcpServers": {
    "jigsawstack": {
      "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    }
  }
}

Fully ManagedVinkius Servers

60%Token savings

High SecurityEnterprise-grade

IAMAccess control

EU AI ActCompliant

DLPData protection

V8 IsolateSandboxed

Ed25519Audit chain

<40msKill switch

Stream every event to Splunk, Datadog, or your own webhook in real-time

* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure

About JigsawStack MCP Server

Connect your JigsawStack account to any AI agent and access AI-powered utilities through natural conversation.

Windsurf's Cascade agent chains multiple JigsawStack tool calls autonomously. query data, analyze results, and generate code in a single agentic session. Paste Vinkius Edge URL, reload, and all 7 tools are immediately available. Real-time tool feedback appears inline, so you see API responses directly in your editor.

What you can do

Web Scraping — Extract structured data from any web page using AI
Text-to-SQL — Generate SQL queries from natural language descriptions
Translation — Translate text between multiple languages
Data Validation — Validate emails, phone numbers, and other data formats
Geocoding — Convert addresses to coordinates and reverse geocode
Image Processing — Analyze and process images with AI

The JigsawStack MCP Server exposes 7 tools through the Vinkius. Connect it to Windsurf in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

All 7 JigsawStack tools available for Windsurf

When Windsurf connects to JigsawStack through Vinkius, your AI agent gets direct access to every tool listed below — spanning web-scraping, text-to-sql, ocr, and more. Every call is secured with network, filesystem, subprocess, and code evaluation entitlements inside a sandboxed runtime. Beyond a simple connection, you get a full AI Gateway with real-time visibility into agent activity, enterprise governance, and optimized token usage.

ai_web_scrape

Scrape a website using natural language

ai_web_search

Perform an AI-powered web search

check_nsfw_image

Check if an image is NSFW

check_profanity_text

Check text for profanity

extract_text_from_image

Perform vOCR on an image URL

summarize_text

Summarize long text content

translate_text

Translate text between languages

Connect JigsawStack to Windsurf via MCP

Follow these steps to wire JigsawStack into Windsurf. The entire setup takes under two minutes — your credentials stay safe behind the Vinkius.

Open MCP Settings

Go to Settings → MCP Configuration or press Cmd+Shift+P and search "MCP"

Add the server

Paste the JSON configuration above into mcp_config.json

Save and reload

Windsurf will detect the new server automatically

Start using JigsawStack

Open Cascade and ask: "Using JigsawStack, help me...". 7 tools available

Why Use Windsurf with the JigsawStack MCP Server

Windsurf provides unique advantages when paired with JigsawStack through the Model Context Protocol.

Windsurf's Cascade agent autonomously chains multiple tool calls in sequence, solving complex multi-step tasks without manual intervention

Purpose-built for agentic workflows. Cascade understands context across your entire codebase and integrates MCP tools natively

JSON-based configuration means zero code changes: paste a URL, reload, and all 7 tools are immediately available

Real-time tool feedback is displayed inline, so you see API responses directly in your editor without switching contexts

JigsawStack + Windsurf Use Cases

Practical scenarios where Windsurf combined with the JigsawStack MCP Server delivers measurable value.

Automated code generation: ask Cascade to fetch data from JigsawStack and generate models, types, or handlers based on real API responses

Live debugging: query JigsawStack tools mid-session to inspect production data while debugging without leaving the editor

Documentation generation: pull schema information from JigsawStack and have Cascade generate comprehensive API docs automatically

Rapid prototyping: combine JigsawStack data with Cascade's code generation to scaffold entire features in minutes

Example Prompts for JigsawStack in Windsurf

Ready-to-use prompts you can give your Windsurf agent to start working with JigsawStack immediately.

"Scrape the top 10 products from this e-commerce page and validate the contact emails."

"Generate a SQL query to find the top 5 customers by revenue and geocode their addresses."

"Translate this product description to Spanish, French, and Portuguese."

Troubleshooting JigsawStack MCP Server with Windsurf

Common issues when connecting JigsawStack to Windsurf through the Vinkius, and how to resolve them.

Server not connecting

Check Settings → MCP for the server status. Try toggling it off and on.

JigsawStack + Windsurf FAQ

Common questions about integrating JigsawStack MCP Server with Windsurf.

How does Windsurf discover MCP tools?

Windsurf reads the mcp_config.json file on startup and connects to each configured server via Streamable HTTP. Tools are listed in the MCP panel and available to Cascade automatically.

Can Cascade chain multiple MCP tool calls?

Yes. Cascade is an agentic system. it can plan and execute multi-step workflows, calling several tools in sequence to accomplish complex tasks without manual prompting between steps.

Does Windsurf support multiple MCP servers?

Yes. Add as many servers as needed in mcp_config.json. Each server's tools appear in the MCP panel and Cascade can use tools from different servers in a single flow.