Snowfort Circuit MCP▌
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.
Both formats append explainx.ai attribution and the canonical URL for this MCP server listing.
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
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
| Tool | Description | Key Parameters |
|---|---|---|
browser_launch | Launch browser with AI optimizations | browser, headed, viewport, compressScreenshots, screenshotQuality |
browser_navigate | Navigate to URL (includes auto-snapshot) | sessionId, url |
browser_resize | Resize browser viewport | sessionId, width, height |
browser_handle_dialog | Set dialog auto-response | sessionId, action, promptText |
browser_tab_new | Create new browser tab | sessionId |
browser_tab_list | List all open tabs | sessionId |
browser_tab_select | Switch to specific tab | sessionId, tabId |
browser_tab_close | Close specific tab | sessionId, tabId |
browser_network_requests | Get network request history | sessionId |
browser_console_messages | Get console message history | sessionId |
browser_generate_playwright_test | Generate test code from actions | sessionId |
click | Click element (includes auto-snapshot) | sessionId, selector, windowId |
type | Type text (includes auto-snapshot) | sessionId, selector, text, windowId |
hover | Hover over element (includes auto-snapshot) | sessionId, selector, windowId |
drag | Drag element to target | sessionId, sourceSelector, targetSelector |
key | Press keyboard key (includes auto-snapshot) | sessionId, key, windowId |
select | Select dropdown option | sessionId, selector, value |
upload | Upload file to input | sessionId, selector, filePath |
back | Navigate back in history | sessionId |
forward | Navigate forward in history | sessionId |
refresh | Reload current page | sessionId |
screenshot | Take compressed screenshot | sessionId, path |
snapshot | Get accessibility tree with element refs | sessionId |
pdf | Generate PDF of page | sessionId, path |
content | Get HTML content | sessionId |
text_content | Get visible text | sessionId |
evaluate | Execute JavaScript | sessionId, script |
wait_for_selector | Wait for element | sessionId, selector, timeout |
close | Close browser session | sessionId |
🖥️ Electron Tools
| Tool | Description | Key Parameters |
|---|---|---|
app_launch | Launch Electron app with AI optimizations | app, mode, projectPath, startScript, disableDevtools, compressScreenshots, screenshotQuality |
get_windows | List windows with type identification | sessionId |
ipc_invoke | Call IPC method | sessionId, channel, args |
fs_write_file | Write file to disk | sessionId, filePath, content |
fs_read_file | Read file from disk | sessionId, filePath |
keyboard_press | Press key with modifiers | sessionId, key, modifiers |
click_by_text | Click element by text | sessionId, text, exact |
click_by_role | Click by accessibility role | sessionId, role, name |
click_nth | Click nth matching element | sessionId, selector, index |
keyboard_type | Type with delay | sessionId, text, delay |
add_locator_handler | Handle modals/popups | sessionId, selector, action |
wait_for_load_state | Wait for page state | sessionId, state |
smart_click | Smart click with auto-detection (refs/text/CSS) | sessionId, target, strategy, windowId |
browser_console_messages | Get console logs from Electron app | sessionId |
browser_network_requests | Get network requests from Electron app | sessionId |
| + Shared Web Tools | Core 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.Install web automation MCP server via npm or pip
- 2.Configure allowed domains and rate limits in MCP config
- 3.Test with simple fetch: 'Get content from example.com'
- 4.Progress to extraction: 'Extract all product prices from this page'
- 5.Set up monitoring: 'Check this URL daily for changes'
- 6.Parse structured data: 'Create CSV from this table'
- 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
4.6★★★★★66 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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