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LoopIn

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Bridges a browser extension with an AI agent via MCP, enabling the agent to capture and act on UI elements, styles, and accessibility data from web pages.

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About

Bridges a browser extension with an AI agent via MCP, enabling the agent to capture and act on UI elements, styles, and accessibility data from web pages.

README

Give your AI coding agent eyes on the browser. Capture UI elements, text, styles, and accessibility data — then send it all directly to your agent via MCP.

How It Works

Browser Extension → HTTP → LoopIn Server → MCP (stdio) → AI Agent

LoopIn runs a local server that bridges your browser and your AI agent. The Chrome extension captures elements you click on, enriches them with context (HTML, CSS, selectors, accessibility attributes, React components), and sends it to the server. Your agent reads captures through MCP tools — no copy-paste, no screenshots.

Two Ways to Use LoopIn

Option A: Local Agent (Claude Code on your machine)

The simplest setup. Everything runs on one machine.

┌─────────────┐     ┌──────────────┐     ┌─────────────┐
│   Chrome     │────▶│ LoopIn Server│────▶│ Claude Code │
│  Extension   │     │  (port 3456) │     │   (local)   │
└─────────────┘     └──────────────┘     └─────────────┘
         Your laptop

1. Install & build

git clone https://github.com/skip5this/LoopIn.git
cd LoopIn
npm install
npm run build

2. Add LoopIn as an MCP server

Add to your ~/.claude.json:

{
  "mcpServers": {
    "loopin": {
      "command": "node",
      "args": ["/path/to/LoopIn/dist/server.js"]
    }
  }
}

3. Restart Claude Code so it picks up the new MCP server.

4. Load the Chrome extension

  • Open chrome://extensions
  • Enable "Developer mode"
  • Click "Load unpacked" → select the extension/ folder
  • Pin LoopIn to your toolbar

5. Capture

  • Click the LoopIn icon to activate
  • Click any element on a page
  • Add context ("Make this button green", "Fix the alignment here")
  • Hit Capture
  • In Claude Code: "What did I just capture?" or "Any pending tasks?"

That's it. Your agent can now see what you see.


Option B: Remote Agent (OpenClaw / another machine)

This is for when your AI agent runs on a different machine than your browser — like an always-on server, a home lab setup, or an OpenClaw agent.

┌─────────────┐     ┌──────────────┐            ┌──────────────┐
│   Chrome     │────▶│ LoopIn Server│───── network ────▶│  AI Agent    │
│  Extension   │     │  (port 3456) │            │ (other machine)│
└─────────────┘     └──────────────┘            └──────────────┘
    Your laptop         Your laptop              Server / iMac / etc.

The key difference: your agent can't use stdio MCP directly because it's on a different machine. Instead, the agent hits LoopIn's HTTP API over the network.

1. Set up LoopIn on your laptop

Same as Option A — install, build, load the extension. But you'll also need to make the server accessible on your network:

# Start the server (it listens on all interfaces by default on port 3456)
npm run build && node dist/server.js

2. Configure your agent to reach LoopIn

Your remote agent needs to know your laptop's IP and LoopIn's port. The agent calls the HTTP API directly:

# Check for new captures
curl http://YOUR_LAPTOP_IP:3456/captures

# Get the latest capture
curl http://YOUR_LAPTOP_IP:3456/captures/latest

# Get pending tasks (captures with instructions)
curl http://YOUR_LAPTOP_IP:3456/tasks/pending

# Mark a task done
curl -X POST http://YOUR_LAPTOP_IP:3456/tasks/0/done

3. Webhook notifications (optional)

Want your agent to be notified instantly when you capture something? Set the OPENCLAW_WEBHOOK_URL environment variable:

OPENCLAW_WEBHOOK_URL=http://AGENT_IP:PORT/webhook node dist/server.js

LoopIn will POST to that URL every time a capture comes in — so your agent doesn't have to poll.

4. Extension settings

If the LoopIn server is running on a different machine than Chrome (less common), open the extension settings (gear icon) and change the server URL from http://localhost:3456 to http://SERVER_IP:3456.

Real-world example: This is exactly how we use LoopIn. Scott browses on his MacBook, captures UI elements, and Rene (an OpenClaw agent running on an iMac across the room) picks them up over the local network and acts on them.


Chrome Extension Controls

Button Action
● Capture Toggle capture mode — hover to highlight, click to capture
📋 Tasks View all captures in a session panel
⚙ Settings Server URL, connection status

MCP Tools (Local Agent)

Tool Description
get_captured_element Get the most recent capture
list_captures List all captures with timestamps
get_capture Get a specific capture by index
clear_captures Clear all captures
get_pending_tasks Get captures that have instructions attached
mark_task_done Mark a task as complete
get_console_errors Get captured console errors from the page

HTTP API (Remote Agent)

Endpoint Method Description
/health GET Server status check
/stats GET Capture count and server info
/captures GET List all captures
/captures/latest GET Most recent capture
/capture/element POST Submit a capture (used by extension)
/tasks/pending GET Captures with instructions
/tasks/:index/done POST Mark task complete

What Gets Captured

Every element capture includes:

  • HTML — Tag, classes, inner content
  • CSS — Computed colors, spacing, layout, typography
  • Selector — Unique path to the element
  • Dimensions — Width, height, position
  • Context — Heading hierarchy, data attributes
  • React Components — Fiber tree (when available)
  • Your Instructions — Whatever context you add ("Make this green", "Fix the spacing")

Environment Variables

Variable Default Description
BROWSER_BRIDGE_PORT 3456 Port for the HTTP server
OPENCLAW_WEBHOOK_URL URL to POST capture notifications to

Privacy

All data stays local. LoopIn runs entirely on your machine — no cloud services, no telemetry, no data collection. Captures exist only in memory and are cleared when the server restarts. See PRIVACY.md for details.

from github.com/skip5this/LoopIn

Installing LoopIn

This server has no published package — it is built from source. Open the repository and follow its README.

▸ github.com/skip5this/LoopIn

FAQ

Is LoopIn MCP free?

Yes, LoopIn MCP is free — one-click install via Unyly at no cost.

Does LoopIn need an API key?

No, LoopIn runs without API keys or environment variables.

Is LoopIn hosted or self-hosted?

Self-hosted: the server runs locally on your machine via the install command above.

How do I install LoopIn in Claude Desktop, Claude Code or Cursor?

Open LoopIn on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.

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