MCP server · Browser automation
Ritoko MCP server
by Swih
Lets your AI save a browser or API task once, then repeat it on a whole spreadsheet of rows.
Ritoko is a helper that lets your AI record a task you do in a browser or an online tool, save it as a file, and then run that same task again for every row in a spreadsheet. It is handy if you regularly enter the same kind of record, download the same report, or call the same online service over and over. You can use it with Claude Code, Codex CLI, or other tools that support local helpers like this.
What is an MCP server? The 30-second version
On its own, your AI can only chat with you. An MCP server is a small helper program that gives your AI a new skill or a connection to an app or service. This one connects your AI to Ritoko, so it can save a procedure you showed it and replay that procedure later on new data. When you ask, your AI uses this helper to open pages, fill forms, or send requests, and then reports back what happened.
What this MCP server does
You show your AI a task once, like creating a customer in a back office. Ritoko saves the steps as a readable file, including what to fill in, what counts as success, and which column in your spreadsheet identifies each record. Later you give it a new CSV or Excel file, and it runs the saved steps for each row. It keeps a local journal so if something crashes, you can resume and it knows which rows already finished. At the end it tells you which rows were confirmed, which failed, and which need a human to check.
What you can do with it
- Save a browser task as a reusable procedure
- Run the same procedure on a CSV or Excel file
- Check each row's result against a rule you set
- Resume an interrupted run without redoing finished rows
- Show a report of confirmed, failed, and review items
- Call HTTP APIs and check their responses
- Use existing MCP tools inside a batch
Try asking your AI
- “Record a customer import on this back office and save it as customer-import with an input spreadsheet parameter.”
- “Run customer-import on this back office with input set to the path of customers.csv and show me the results.”
- “Resume my last Ritoko run.”
- “Show the report for my last run and explain which items still need review.”
What it gives back to you
You get a report in the chat that lists each row as confirmed, failed, skipped, or held for review. It also shows any files that were saved, like downloaded reports or exported tables. If something went wrong, it tells you which rows need a closer look and why. You can ask for the report again at any time.
Before you start
What you need
- Node.js 24 or newer
- Google Chrome for browser tasks
- A CSV or Excel file with the rows you want to process
Good to know
It can submit forms and change records on real websites, so test on a small batch first and check the review items before trusting a full run.
Install it with your AI
Add Ritoko MCP server to your AI, no technical skills needed
You don't install anything by hand. You copy one prompt, paste it into an AI that can work on your computer, and it checks, installs and connects the server for you, asking you when it needs something.
Sign in to get the install prompt
Members get a ready-made prompt that lets the Claude desktop app check Ritoko MCP server, install it and connect it for them, step by step. You don't need any technical skills: you copy, paste and answer a few questions. Your connected AI can also find and install any of the 4,609 MCP servers here for you.
Who it's for
Office workers who repeat the same data entry, report download, or API call for many rows and want their AI to handle the batch.
