Ruflo
Agent teams, swarms, memory and hooks for Claude Code and Codex, served over MCP.
Description from the maker (original English)
Delegate tasks to vetted human experts - research, writing, analysis, and data work.
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.
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Works in Claude on the web, desktop and mobile:
https://mcp.tendem.ai/mcp?utm_hash=b093faed05Run this in your terminal
claude mcp add --transport http tendem 'https://mcp.tendem.ai/mcp?utm_hash=b093faed05'Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"tendem": {
"url": "https://mcp.tendem.ai/mcp?utm_hash=b093faed05"
}
}
}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": {
"tendem": {
"type": "http",
"url": "https://mcp.tendem.ai/mcp?utm_hash=b093faed05"
}
}
}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.
ChatGPT connects only to servers on the internet:
https://mcp.tendem.ai/mcp?utm_hash=b093faed05Menu names can differ slightly by plan and over time.
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.
The server asks you to sign in before it lists its tools.
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 Toloka, which owns the repo
Code last changed 18 days ago
We have not read this repo from GitHub yet
Responded in 52 ms (HTTP 401)
Declares OAuth sign-in, so your AI app can take you to log in
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 4 of 4 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 in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed 18 days ago, and the latest version (1.0.1) reached the registry 3 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
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.
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.
Delegate tasks to vetted human experts — straight from your AI assistant. 🧑🔬🤝🤖
Tendem gives your AI direct access to vetted human experts for the work an agent alone can't nail: judgment-heavy research, competitive analysis, copywriting and editing, design review, data cleaning, and complex multi-step tasks. You (or your agent) submit a task in plain English — Tendem scopes the work, quotes a transparent price, and delivers verified results back into the chat as files, reports, or structured outputs. Agent *plus* expert raises the quality ceiling of what you can ship well beyond what either does alone.
Ideal for founders, creators, operators, and consultants who need reliable expert output without managing freelancers.
Get started → [agent.tendem.ai](https://agent.tendem.ai).
This repo is the official distribution home for the Tendem MCP plugin — the part that lives in your AI client. Install it and your assistant arrives already knowing how to drive the full Tendem lifecycle: create → scope → approve → fetch, with clean polling and spend safety built in.
The MCP server itself is hosted at
https://mcp.tendem.ai/mcp— it is not
in this repo. This repo contains the client-side plugins, skills, and rules
that teach your AI client to use the hosted server well.
Sign in at [agent.tendem.ai](https://agent.tendem.ai) to create your account, top up your balance, and watch tasks run end-to-end. The full output of every task — markdown plus downloadable files — is always available there, no matter which client you launched it from.
The hosted server URL is the same everywhere: https://mcp.tendem.ai/mcp (streamable HTTP, OAuth on first use). Pick your client:
/plugin marketplace add Toloka/tendem-mcp
/plugin install tendem@tendem-mcp
codex plugin marketplace add Toloka/tendem-mcp
codex plugin add tendem@tendem-mcp
Complete the MCP server's OAuth login on first tool use.
copilot plugin marketplace add Toloka/tendem-mcp
copilot plugin install tendem@tendem-mcp
gemini extensions install https://github.com/Toloka/tendem-mcp
Then authenticate inside Gemini with /mcp auth tendem. The catalog entry is gemini-extension.json at the repo root.
Kiro Powers register through the IDE. Point Kiro at the tendem-power/ steering bundle in this repo, then connect the tendem MCP server when prompted.
Add to your client's MCP config and sign in when prompted:
{
"mcpServers": { "tendem": { "type": "http", "url": "https://mcp.tendem.ai/mcp" } } }
For headless, CI, or programmatic use — where the interactive OAuth flow isn't viable — authenticate with a Tendem API key instead: sign in at agent.tendem.ai/mcp and create one under the Agent builders tab.
Python / LangChain / LangGraph: skip the raw MCP wiring and use langchain-tendem — four price-capped tools that let an agent create a task, answer the service's questions, and collect the verified result, with all polling in plain Python (no LLM, no tokens).
For every other stack, a native "type": "http" remote server triggers the interactive OAuth flow, so to pass a static API key instead, bridge the connection through mcp-remote — a local stdio process that connects to the hosted URL and injects your Authorization: ApiKey header:
{
"mcpServers": { "tendem": { "command": "npx", "args": [ "-y", "mcp-remote", "https://mcp.tendem.ai/mcp", "--transport", "http-only", "--header", "Authorization: ApiKey " ] } } }
Keep the token out of source control (inject it from an environment variable or secret store). Your custom agent loop drives the same eleven tools the plugin uses — create_task, get_task, get_contract, get_task_result, list_tasks, approve_task, cancel_task, send_message, read_chat, get_account, get_file_upload_url — to implement the create → scope → approve → poll → fetch lifecycle yourself. The server ships a tendem-quickstart prompt with a full walkthrough.
Spend safety:
approve_taskis what triggers a charge. In an automated
pipeline, gate it behind your own approval logic and check
get_account
first — an insufficient balance returns a task-bound top-up URL, not an error
to retry.
| Path | What it is |
|---|---|
plugins/tendem/ | The plugin for Claude Code, Cursor, and GitHub Copilot CLI — skill, slash commands, background watcher agent, notification hook, and the MCP connector |
codex/tendem/ | The plugin for OpenAI Codex / ChatGPT — explicit $-skills and Codex-specific file-upload guidance |
tendem-power/ | The Kiro Power (steering + MCP config) |
gemini-extension.json | The Gemini CLI extension manifest (root install) |
.claude-plugin/marketplace.json | This repo's Claude Code marketplace |
.agents/plugins/marketplace.json | This repo's Codex marketplace |
server.json | MCP Registry manifest (remote server) |
llms.txt | LLM discovery index |
Installing does more than wire up the connector — it ships steering so your AI handles Tendem correctly out of the box:
$tendem-task etc.).*Tendem MCP is part of the Model Context Protocol ecosystem.*