Ruflo
Agent teams, swarms, memory and hooks for Claude Code and Codex, served over MCP.
Description from the maker (original English)
Look up Indonesian words in KBBI, the official Indonesian dictionary (unofficial client).
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
KBBI_TIMEOUT_SECONDS, KBBI_LOG_LEVELYou need
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": {
"kbbi": {
"command": "uvx",
"args": [
"kbbi-mcp"
],
"env": {
"KBBI_TIMEOUT_SECONDS": "your-value",
"KBBI_LOG_LEVEL": "your-value"
}
}
}
}Run this in your terminal
claude mcp add kbbi --env KBBI_TIMEOUT_SECONDS=your-value --env KBBI_LOG_LEVEL=your-value -- uvx kbbi-mcpFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"kbbi": {
"command": "uvx",
"args": [
"kbbi-mcp"
],
"env": {
"KBBI_TIMEOUT_SECONDS": "your-value",
"KBBI_LOG_LEVEL": "your-value"
}
}
}
}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.
Paste into .vscode/mcp.json in your project
{
"servers": {
"kbbi": {
"type": "stdio",
"command": "uvx",
"args": [
"kbbi-mcp"
],
"env": {
"KBBI_TIMEOUT_SECONDS": "your-value",
"KBBI_LOG_LEVEL": "your-value"
}
}
}
}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.
KBBI_TIMEOUT_SECONDS envKBBI_LOG_LEVEL envThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
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 10, 2026
The registry name was verified with the GitHub account gaato, which owns the repo
Code last changed today
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 2 of 2 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.
The registry does not list a required key, though some servers ask you to sign in on first use.
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).
The GitHub repo last changed today, and the latest version (0.3.0) reached the registry 42 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv) on your computer.
In the same category: Ruflo, Context7, Metabase
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Agent teams, swarms, memory and hooks for Claude Code and Codex, served over MCP.
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Lets AI clients search, explore, query, and visualize data in a Metabase instance.
No README found in the repo