Flyto Core

v2.12.6Browser Automationstable

🐍 🏠 - Deterministic execution engine for AI agents with 412 modules across 78 categories (browser, file,

ai-agentsai-toolsatomic-modulesautomationbrowser-automation
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What is Flyto Core?

Flyto Core is a Model Context Protocol (MCP) server that allows AI assistants like Claude, Cursor, and VS Code to 🐍 🏠 - deterministic execution engine for ai agents with 412 modules across 78 categories (browser, file,

🐍 🏠 - Deterministic execution engine for AI agents with 412 modules across 78 categories (browser, file,

This server falls under the Browser Automation category on MCPgee, the world's largest MCP server directory with 33,000+ servers.

Features

  • MCP protocol support

Use Cases

Run deterministic agent workflows
Automate browser interactions
Execute 412+ atomic modules
flytohub

Maintainer

LicenseApache-2.0
Languagepython
Versionv2.12.6
UpdatedMay 13, 2026
Statushealthy
Maintenanceactive

Works with

ClaudeOpenAIwindowsmacoslinux

Installation

PIP

pip install flyto-core

Manual Installation

pip install flyto-core

Configuration

Configuration Details

Config File

claude_desktop_config.json

Performance

Response Metrics

Response Time< 200ms
ThroughputMedium

Resource Usage

Memory UsageLow
CPU UsageLow

How to Set Up and Use Flyto Core

Flyto Core is a deterministic execution engine for AI agents that exposes 467 automation modules across 78 categories — browser control, file operations, HTTP requests, data processing, DevOps tooling, and third-party API integrations — all accessible through MCP. Unlike black-box browser automation, every step is traced, named, and replayable from any point, making it easy to debug AI-driven workflows. Developers and AI engineers use it to build reliable agent pipelines that can scrape websites, fill forms, extract structured data, interact with APIs, and chain complex multi-step automations.

Prerequisites

  • Python 3.9 or higher
  • pip for installation
  • Playwright (for browser automation modules): installed separately
  • An MCP-compatible client such as Claude Desktop or Claude Code
1

Install flyto-core

Install the base package via pip. For browser automation modules, install the browser extra which includes Playwright support.

pip install flyto-core
# For browser automation:
pip install flyto-core[browser]
playwright install chromium
2

Configure the MCP server in Claude Desktop

Add the flyto-core MCP server to your claude_desktop_config.json. The server is started via Python's module runner.

{
  "mcpServers": {
    "flyto-core": {
      "command": "python",
      "args": ["-m", "core.mcp_server"]
    }
  }
}
3

Or register via Claude Code CLI

For Claude Code users, register the MCP server directly from the command line.

claude mcp add flyto-core -- python -m core.mcp_server
4

Test with a built-in recipe

Verify the installation by running a built-in recipe from the command line. The competitor-intel recipe launches a browser, captures screenshots, and measures Web Vitals.

flyto recipe competitor-intel --url https://github.com/pricing
5

Restart your MCP client and start automating

Restart Claude Desktop or reload the MCP connection. You can now ask Claude to automate browser tasks, process files, call APIs, and chain multi-step workflows using Flyto's 467 modules.

Flyto Core Examples

Client configuration

Claude Desktop config for flyto-core MCP server using Python's module runner.

{
  "mcpServers": {
    "flyto-core": {
      "command": "python",
      "args": ["-m", "core.mcp_server"]
    }
  }
}

Prompts to try

Sample prompts that exercise Flyto's browser, data, and API automation modules.

- "Navigate to competitor.com/pricing, take a screenshot, and extract all pricing tiers into a JSON table"
- "Scrape the top 20 headlines from news.ycombinator.com and summarize them"
- "Fill out the contact form at example.com with the following details and submit it"
- "Run a full performance audit of my-site.com and capture Web Vitals metrics"
- "Download the CSV from this URL, filter rows where revenue > 10000, and return the result"

Troubleshooting Flyto Core

Browser module fails with 'playwright not installed' error

Install the browser extra and Playwright: pip install flyto-core[browser] && playwright install chromium. The base flyto-core package does not bundle browser dependencies.

'python -m core.mcp_server' fails with ModuleNotFoundError

Ensure flyto-core is installed in the same Python environment that Claude Desktop uses. If using a virtual environment, specify the full path to that Python interpreter in the MCP config command field.

External API recipes (Slack, GitHub) fail with credential errors

Recipes using external APIs require credentials passed as environment variables (e.g. SLACK_URL, GITHUB_TOKEN). Add these to the env block in your MCP server config or pass them via --token flags when running recipes from the CLI.

Frequently Asked Questions about Flyto Core

What is Flyto Core?

Flyto Core is a Model Context Protocol (MCP) server that 🐍 🏠 - deterministic execution engine for ai agents with 412 modules across 78 categories (browser, file, It connects AI assistants to external tools and data sources through a standardized interface.

How do I install Flyto Core?

Install via pip with: pip install flyto-core. Then configure your AI client to connect to this MCP server.

Which AI clients work with Flyto Core?

Flyto Core works with all major MCP-compatible AI clients including Claude Desktop, Claude Code, Cursor, VS Code (GitHub Copilot), Windsurf, and Cline.

Is Flyto Core free to use?

Yes, Flyto Core is open source and available under the Apache-2.0 license. You can use it freely in both personal and commercial projects.

Browse More Browser Automation MCP Servers

Explore all browser automation servers available in the MCPgee directory. Each server includes setup guides for Claude, Cursor, and VS Code.

Quick Config Preview

{ "mcpServers": { "flyto-core": { "command": "pip", "args": ["install", "flyto-core"] } } }

Add this to your claude_desktop_config.json or .cursor/mcp.json

Read the full setup guide →

Ready to use Flyto Core?

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