Browser Use
by browser-use
Lets AI do web tasks for you, such as filling forms, searching and extracting data, in the maker’s cloud browsers or on your computer.
Computer or cloud★ 120,087MITUpdated 17 days ago
Install
Flyto Core
Overview
Description from the maker (original English)
Execution engine for AI agents. 412 modules: browser, file, Docker, data, crypto.
PopNx MCP’s three pillars
These three are never merged into one score: opinions, measurements and popularity are different things.
- User voiceiNo reviews yetReviews open together with accounts in a later step
- Our basic checksi1 of 1 passedChecked from public information; code not scanned yet
- UsageiNot measured yet★ –
What you can do with it
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
- Connection: Runs on your computer
- Transport: stdio
- Category: Web & browsers
Install
Pick the AI app you use, then copy the settings.
Before you install
- Basic checks: 1 of 1 passed
- Runs on your computer with your user’s permissions (files, network, apps).
- The registry lists no key to fill in.
You need
- PyPIPython’s uv installed (for the uvx command)
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"flyto-core": {
"command": "uvx",
"args": [
"flyto-core"
]
}
}
}Run this in your terminal
claude mcp add flyto-core -- uvx flyto-coreOr copy the settings yourself
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"flyto-core": {
"command": "uvx",
"args": [
"flyto-core"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Or copy the settings yourself
Paste into .vscode/mcp.json in your project
{
"servers": {
"flyto-core": {
"type": "stdio",
"command": "uvx",
"args": [
"flyto-core"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
What it can do
Runs on your computer; the tool list appears in your AI app after you install it.
Basic checksi
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
- ✓ Pass
Maker matches the repo
The registry name was verified with the GitHub account flytohub, which owns the repo
- … Not checked yet
Still maintained
We have not read this repo from GitHub yet
- … Not checked yet
Has a licence
We have not read this repo from GitHub yet
- – Not applicable
Endpoint responds
This one runs on your computer; there is no internet endpoint
- – Not applicable
Sign-in with OAuth
Runs on your computer and uses local settings instead
- … Not checked yet
No hidden instructions in tool descriptions
Runs on your computer; we can only read tool lists from internet endpoints
Compared with others in Web & browsersi
- More stars than 0% of the other 881 servers in this category
- Published to the registry more recently than 3% of the other 881 servers in this category
- Basic checks equal to or better than 100% of the other 881 servers in this category
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
Common questions
Is Flyto Core safe?
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
What keys or codes does it need?
The registry does not list a required key, though some servers ask you to sign in on first use.
Does it run on my computer or in the cloud?
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
Is it still maintained?
The GitHub repo last changed –, and the latest version (2.12.6) reached the registry 9 months ago.
Which apps can use it?
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv) on your computer.
What can I use instead?
In the same category: Browser Use, Chrome DevTools MCP, MCP Server Browser
Alternatives
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Chrome DevTools MCP
by ChromeDevTools
Lets AI use Chrome’s developer tools to inspect pages, find what makes them slow and spot errors. Made by the Chrome DevTools team.
Runs on your computer★ 54,821Apache-2.0Updated 16 days ago
Install
MCP Server Browser
by bytedance
MCP server for browser use access
Runs on your computer★ 39,550Apache-2.0Updated 14 months ago
Install
README from the maker
Open the README
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
Flyto2
Yep, it talks to a real robot.
It also opens websites, calls APIs, works with files, and runs the steps in between.
English · 日本語 · 한국어 · 简体中文 · Español · Português (BR)
Try something.
Say you want to check a website, grab screenshots, collect some data, and save a report.
Run this:
pip install "flyto-core[browser]"playwright install chromium flyto recipe competitor-intel --url https://github.com/pricing
That's a real workflow. No agent prompt needed. It opens a browser, runs the steps, and saves the results.
Want to poke around?
flyto recipes # see the built-in workflowsflyto modules # browse the tools flyto run your-workflow.yaml # run your own
There are 482 registered modules and 41 built-in recipes in the current Core inventory. Browser stuff, APIs, files, data, tests, and plenty more. Use what you need.
And about that robot…
We're already connecting Flyto2 to a real TurtleBot3 using ROS 2.
The robot runs its normal ROS 2 / Nav2 stack. A separate adapter talks to it. Flyto2 handles the software steps and their execution records.
No custom Flyto2 firmware on the robot. No motor drivers crammed into this repo.
This isn't a claim that every robot is plug-and-play. The current combined setup still needs its full end-to-end hardware sign-off. But the ROS 2 adapter and real-robot development are already here.
So what's in this repo?
This is flyto-core, the Python execution engine behind Flyto2.
You can call it from Python, run YAML workflows, use its local HTTP API, or hook it into an AI client through MCP.
pip install flyto-corepython -m core.mcp_server
Your agent gets access to Core's tools. Moving a physical device still requires a trusted host to approve the action.
Different device software stack? Different pack. That's how ROS 2 and other integrations stay separate without turning Core into a giant pile of device drivers.
How do I know what actually happened?
This part matters.
When a workflow runs, Flyto2 keeps a record of each step. If something fails, you can inspect the run and use checkpoints or replay where it's safe to do so.
And if a tool says “done”? Core can check the evidence it reports against the action's contract. It doesn't just throw away the trail once the command returns.
That's it. Run something, see what happened, build the next thing.
Website · Documentation · PyPI · YouTube · Issues
Flyto2 is the product. flyto-core is the Python package. Licensed under Apache 2.0 . Security reports: GitHub advisories .