browser-automationdeveloper-tools

Snowfort Circuit MCP

icefort-ai

by icefort-ai

Snowfort Circuit MCP — MCP server for AI coding agents enabling browser automation, electron automation and AI test auto

A comprehensive Model Context Protocol (MCP) server suite that enables AI coding agents to automate both web browsers and Electron desktop applications with auto-snapshots and element references.

github stars

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Both formats append explainx.ai attribution and the canonical URL for this MCP server listing.

29 web automation toolsAuto-snapshots after every actionCross-browser and desktop app support

best for

  • / AI agents automating web workflows
  • / Testing web applications and desktop apps
  • / Data extraction from websites and desktop software
  • / Automated UI interactions for development

capabilities

  • / Launch and control web browsers (Chromium, Firefox, WebKit)
  • / Automate Electron desktop applications
  • / Take automatic screenshots with element references
  • / Click, type, scroll, and interact with UI elements
  • / Navigate web pages and fill forms
  • / Extract data from web pages and desktop apps

what it does

Automates web browsers and Electron desktop applications through AI agents with automatic snapshots and element references. Works with Chromium, Firefox, WebKit browsers and any Electron-based desktop app.

about

Snowfort Circuit MCP is an official MCP server published by icefort-ai that provides AI assistants with tools and capabilities via the Model Context Protocol. Snowfort Circuit MCP — MCP server for AI coding agents enabling browser automation, electron automation and AI test auto It is categorized under browser automation, developer tools.

how to install

You can install Snowfort Circuit MCP in your AI client of choice. Use the install panel on this page to get one-click setup for Cursor, Claude Desktop, VS Code, and other MCP-compatible clients. This server runs locally on your machine via the stdio transport.

license

NOASSERTION

Snowfort Circuit MCP is released under the NOASSERTION license.

readme

Circuit MCP - Computer use for webapps and electron apps

License

Circuit MCP is a comprehensive Model Context Protocol (MCP) server suite that enables AI coding agents to automate both web browsers and Electron desktop applications with unparalleled precision and flexibility.

🚀 Quick Start for AI Agents

MCP Configuration

Add to your AI agent's MCP configuration file:

Web Automation Only

{
  "mcpServers": {
    "circuit-web": {
      "command": "npx",
      "args": ["@snowfort/circuit-web@latest"]
    }
  }
}

Desktop Automation Only

{
  "mcpServers": {
    "circuit-electron": {
      "command": "npx",
      "args": ["@snowfort/circuit-electron@latest"]
    }
  }
}

Complete Dual-Engine Setup (Recommended)

{
  "mcpServers": {
    "circuit-web": {
      "command": "npx",
      "args": ["@snowfort/circuit-web@latest"]
    },
    "circuit-electron": {
      "command": "npx",
      "args": ["@snowfort/circuit-electron@latest"]
    }
  }
}

First Commands

Once configured, your AI agent can immediately start automating:

// Launch browser with optimized AI settings
browser_launch({
  "compressScreenshots": true,
  "screenshotQuality": 50
})
browser_navigate({"sessionId": "...", "url": "https://github.com"})
// Auto-snapshot included in response!

// Launch and control any Electron app
app_launch({"app": "/Applications/Visual Studio Code.app"})
click({"sessionId": "...", "selector": "button[title='New File']"})

✨ Features

🌐 Web Automation (29 Tools)

  • Cross-Browser Support: Chromium, Firefox, WebKit
  • 🎯 AI-Optimized Snapshots: Auto-snapshots with element references after every action
  • 📸 Smart Screenshot Compression: JPEG compression for faster AI workflows (configurable)
  • Complete Interaction Set: Click, type, hover, drag, scroll with auto-context
  • 🖱️ Multi-Tab Management: Create, switch, list, and close browser tabs
  • 📊 Network & Console Monitoring: Real-time request tracking and console capture
  • Advanced Input: File uploads, dropdown selection, keyboard shortcuts
  • Content Extraction: HTML content, text content, accessibility trees with element refs
  • Visual Capture: Compressed screenshots, PDF generation
  • Navigation: History control, page reload, URL navigation
  • Dialog Handling: Automatic alert/confirm/prompt management
  • Browser Control: Viewport resizing, window management
  • 🧪 Test Generation: Auto-generate Playwright test code from recorded actions
  • JavaScript Execution: Run custom scripts in page context
  • Smart Waiting: Element appearance, network idle, page load states

🖥️ Desktop Automation (32 Tools)

  • 🎯 AI-Optimized Desktop Control: Launches and controls Electron apps with auto-snapshots
  • 📸 Smart Screenshot Compression: JPEG compression for faster AI workflows (configurable)
  • 🔧 Development Mode Support: Launch apps during development with auto-detection
  • Universal Electron Support: Any Electron application (packaged or development)
  • Multi-Window Management: Control multiple app windows simultaneously
  • IPC Communication: Direct inter-process communication with apps
  • Native File System: Read/write files directly
  • Enhanced Targeting: Role-based clicks, nth element selection, text-based targeting
  • Accessibility-First: Built-in accessibility tree navigation with element refs
  • State Management: Advanced page state waiting and monitoring
  • 🐛 Console & Network Monitoring: Capture application logs and network requests for debugging
  • All Web Tools: Every web automation tool works in desktop context

🔧 Architecture Benefits

  • 🤖 AI-First Design: Auto-snapshots, element references, and compressed images for optimal AI workflows
  • Runtime App Selection: Specify Electron apps at tool call time, not startup
  • Session Management: Multiple concurrent automation sessions with full isolation
  • Type Safety: Full TypeScript support with comprehensive type definitions
  • Error Handling: Robust error reporting and recovery
  • Performance Optimized: Efficient resource usage and fast execution

📚 Complete Tool Reference

🌐 Web Tools

ToolDescriptionKey Parameters
browser_launchLaunch browser with AI optimizationsbrowser, headed, viewport, compressScreenshots, screenshotQuality
browser_navigateNavigate to URL (includes auto-snapshot)sessionId, url
browser_resizeResize browser viewportsessionId, width, height
browser_handle_dialogSet dialog auto-responsesessionId, action, promptText
browser_tab_newCreate new browser tabsessionId
browser_tab_listList all open tabssessionId
browser_tab_selectSwitch to specific tabsessionId, tabId
browser_tab_closeClose specific tabsessionId, tabId
browser_network_requestsGet network request historysessionId
browser_console_messagesGet console message historysessionId
browser_generate_playwright_testGenerate test code from actionssessionId
clickClick element (includes auto-snapshot)sessionId, selector, windowId
typeType text (includes auto-snapshot)sessionId, selector, text, windowId
hoverHover over element (includes auto-snapshot)sessionId, selector, windowId
dragDrag element to targetsessionId, sourceSelector, targetSelector
keyPress keyboard key (includes auto-snapshot)sessionId, key, windowId
selectSelect dropdown optionsessionId, selector, value
uploadUpload file to inputsessionId, selector, filePath
backNavigate back in historysessionId
forwardNavigate forward in historysessionId
refreshReload current pagesessionId
screenshotTake compressed screenshotsessionId, path
snapshotGet accessibility tree with element refssessionId
pdfGenerate PDF of pagesessionId, path
contentGet HTML contentsessionId
text_contentGet visible textsessionId
evaluateExecute JavaScriptsessionId, script
wait_for_selectorWait for elementsessionId, selector, timeout
closeClose browser sessionsessionId

🖥️ Electron Tools

ToolDescriptionKey Parameters
app_launchLaunch Electron app with AI optimizationsapp, mode, projectPath, startScript, disableDevtools, compressScreenshots, screenshotQuality
get_windowsList windows with type identificationsessionId
ipc_invokeCall IPC methodsessionId, channel, args
fs_write_fileWrite file to disksessionId, filePath, content
fs_read_fileRead file from disksessionId, filePath
keyboard_pressPress key with modifierssessionId, key, modifiers
click_by_textClick element by textsessionId, text, exact
click_by_roleClick by accessibility rolesessionId, role, name
click_nthClick nth matching elementsessionId, selector, index
keyboard_typeType with delaysessionId, text, delay
add_locator_handlerHandle modals/popupssessionId, selector, action
wait_for_load_stateWait for page statesessionId, state
smart_clickSmart click with auto-detection (refs/text/CSS)sessionId, target, strategy, windowId
browser_console_messagesGet console logs from Electron appsessionId
browser_network_requestsGet network requests from Electron appsessionId
+ Shared Web ToolsCore web tools: click, type, screenshot, evaluate, etc.

💡 Usage Examples

Web Automation Workflows

AI-Optimized Browser Launch

// Launch with optimal AI settings
const session = await browser_launch({
  "compressScreenshots": true,
  "screenshotQuality": 50,
  "headed": false
})

// Navigation automatically includes page snapshot with element refs
await browser_navigate({
  "sessionId": session.id, 
  "url": "https://github.com"
})
// Response includes auto-snapshot with element references like ref="e1", ref="e2"

Multi-Tab Workflow

// Create and manage multiple tabs
const session = await browser_launch({})
await browser_navigate({"sessionId": session.id, "url": "https://github.com"})

const newTabId = await browser_tab_new({"sessionId": session.id})
await browser_tab_select({"sessionId": session.id, "tabId": newTabId})
await browser_navigate({"sessionId": session.id, "url": "https://stackoverflow.com"})

const tabs = await browser_tab_list({"sessionId": session.id})
// Shows all tabs with titles, URLs, and active status

Element Targeting with References

// Navigate and get element references
await browser_navigate({"sessionId": session.id, "url": "https://example.com"})
// Auto-snapshot response includes:
// {"role": "button", "name": "Sign In", "ref": "e5"}

// Click using standard selector (auto-snapshot included)
await click({"sessionId": session.id, "selector": "button:has-text('Sign In')"})
// Response includes updated page snapshot showing interaction result

Network and Console Monitoring

// Monitor page activity
await browser_navigate({"sessionId": session.id, "url": "https://api-heavy-site.com"})
const requests = await browser_network_requests({"sessionId": session.id})
const consoleMessages = await browser_console_messages({"sessionId": session.id})

// Generate test code from actions
const testCode =

---

FAQ

What is the Snowfort Circuit MCP MCP server?
Snowfort Circuit MCP is a Model Context Protocol (MCP) server profile on explainx.ai. MCP lets AI hosts (e.g. Claude Desktop, Cursor) call tools and resources through a standard interface; this page summarizes categories, install hints, and community ratings.
How do MCP servers relate to agent skills?
Skills are reusable instruction packages (often SKILL.md); MCP servers expose live capabilities. Teams frequently combine both—skills for workflows, MCP for APIs and data. See explainx.ai/skills and explainx.ai/mcp-servers for parallel directories.
How are reviews shown for Snowfort Circuit MCP?
This profile displays 66 aggregated ratings (sample rows for discoverability plus signed-in user reviews). Average score is about 4.6 out of 5—verify behavior in your own environment before production use.

Use Cases

Web Research & Information Gathering

Fetch and extract information from websites automatically

Example

Research competitor pricing, scrape product reviews, monitor news mentions

Automate 5-10 hours/week of manual web research

Content Monitoring & Alerts

Track website changes, new content, price updates

Example

Monitor competitor blog for new posts, track stock availability, watch for pricing changes

Stay informed without manual checking, never miss important updates

Data Extraction & Aggregation

Extract structured data from multiple websites

Example

Compile product listings from 10 e-commerce sites, aggregate job postings, collect real estate data

Build datasets 100x faster than manual copying

API-less Integration

Interact with services that don't offer APIs

Example

Check form submissions, validate website functionality, test user flows

Automate interactions with any website, even without API

Implementation Guide

Prerequisites

  • Claude Desktop or Cursor with MCP support
  • Understanding of web scraping ethics and robots.txt
  • Rate limiting awareness to avoid overwhelming target sites
  • Knowledge of legal restrictions on data collection

Time Estimate

20-40 minutes including configuration and testing

Installation Steps

  1. 1.Install web automation MCP server via npm or pip
  2. 2.Configure allowed domains and rate limits in MCP config
  3. 3.Test with simple fetch: 'Get content from example.com'
  4. 4.Progress to extraction: 'Extract all product prices from this page'
  5. 5.Set up monitoring: 'Check this URL daily for changes'
  6. 6.Parse structured data: 'Create CSV from this table'
  7. 7.Respect robots.txt and rate limits always

Troubleshooting

  • 403 Forbidden: Website blocks bots—respect their wishes, use official API instead
  • Rate limit errors: Slow down requests, add delays between fetches
  • Stale data: Target site changed HTML structure—update selectors
  • Timeout errors: Site is slow or blocking—increase timeout, try different user agent
  • JavaScript-rendered content: Use headless browser MCP servers for dynamic sites

Best Practices

✓ Do

  • +Check robots.txt and respect crawl rules
  • +Rate limit requests: 1-2 requests/second maximum
  • +Use official APIs when available instead of scraping
  • +Identify your bot with descriptive user agent
  • +Cache results to minimize repeated requests
  • +Handle errors gracefully with retries and fallbacks
  • +Validate extracted data for accuracy

✗ Don't

  • Don't scrape sites that explicitly forbid it (robots.txt, ToS)
  • Don't overwhelm servers with rapid requests—use rate limiting
  • Don't scrape personal data without consent and legal basis
  • Don't ignore copyright on extracted content
  • Don't assume HTML structure is stable—handle changes
  • Don't use scraped data for commercial purposes without permission

💡 Pro Tips

  • Use CSS selectors or XPath for robust data extraction
  • Set up monitoring alerts for extraction failures (structure changed)
  • Implement exponential backoff for retries on failures
  • Store raw HTML for reprocessing if extraction logic changes
  • Combine with data analysis tools for insights from extracted data
  • Consider using official APIs or RSS feeds as more stable alternatives

Technical Details

Architecture

MCP server handles HTTP requests, HTML parsing, JavaScript rendering (if headless browser), and returns structured data to Claude.

Protocols

  • HTTP/HTTPS
  • WebSocket (for real-time sites)
  • Puppeteer/Playwright (for JavaScript sites)

Compatibility

  • Static HTML sites
  • JavaScript-rendered SPAs (with headless browser)
  • REST APIs
  • GraphQL endpoints

When to Use This

✓ Use When

Use for research automation, content monitoring, data aggregation from multiple sources, and when official APIs don't exist. Best for read-only information gathering.

✗ Avoid When

Avoid for sites with APIs (use API instead), sites that explicitly forbid scraping, when data is copyrighted, or for login-required content without proper authorization.

Integration

  • Scheduled monitoring with change detection
  • Multi-source data aggregation pipelines
  • Fallback to web scraping when API rate limits hit
  • Headless browser for JavaScript-heavy sites

Discussion

Product Hunt–style comments (not star reviews)
  • No comments yet — start the thread.

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Ratings

4.666 reviews
  • Shikha Mishra· Dec 28, 2024

    Snowfort Circuit MCP is a well-scoped MCP server in the explainx.ai directory — install snippets and categories matched our Claude Code setup.

  • Alexander Menon· Dec 24, 2024

    We wired Snowfort Circuit MCP into a staging workspace; the listing’s GitHub and npm pointers saved time versus hunting across READMEs.

  • Ren Sanchez· Dec 16, 2024

    Snowfort Circuit MCP reduced integration guesswork — categories and install configs on the listing matched the upstream repo.

  • Ren Abbas· Dec 16, 2024

    I recommend Snowfort Circuit MCP for teams standardizing on MCP; the explainx.ai page compares cleanly with sibling servers.

  • Ganesh Mohane· Dec 8, 2024

    Snowfort Circuit MCP reduced integration guesswork — categories and install configs on the listing matched the upstream repo.

  • Luis Gill· Dec 4, 2024

    Useful MCP listing: Snowfort Circuit MCP is the kind of server we cite when onboarding engineers to host + tool permissions.

  • Amelia Bansal· Dec 4, 2024

    Snowfort Circuit MCP is a well-scoped MCP server in the explainx.ai directory — install snippets and categories matched our Claude Code setup.

  • Yash Thakker· Nov 19, 2024

    Snowfort Circuit MCP is among the better-indexed MCP projects we tried; the explainx.ai summary tracks the official description.

  • Hana Chen· Nov 15, 2024

    We evaluated Snowfort Circuit MCP against two servers with overlapping tools; this profile had the clearer scope statement.

  • Min Robinson· Nov 11, 2024

    We wired Snowfort Circuit MCP into a staging workspace; the listing’s GitHub and npm pointers saved time versus hunting across READMEs.

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