World Monitor
Real-time global intelligence on conflict, markets, energy, trade, shipping and cyber. 102 tools.
Runs in the cloud✓ service owner · worldmonitor.app
Operandi
What it does
Grounded, safety-checked appliance operation packages for robots and agents. Zero-config trial.
- Connects Runs on your computer
- Account or key Needs OPERANDI_API_KEY
- Category Other
Install
Pick the AI app you use, then copy the settings.
Passed 2/3 checks · Runs on your computer
First: which AI do you use?
Pick your app and the steps appear below.
Works with Claude, with some setup first
You need a Operandi key (create it on the maker’s site) · Install Python (uv) on your computer first (one time) · Only the Claude desktop app (Windows or Mac), not the web or phone
Install Python (uv)
One time only; it works for every server that needs Python (uv)
Sign up and create a Operandi key
Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.
How to get a key is in the maker’s README below
Open the Claude desktop app’s settings file
SettingsDeveloperEdit Config
Paste these settings and save the file
{ "mcpServers": { "operandi": { "command": "uvx", "args": [ "operandi-mcp" ], "env": { "OPERANDI_API_URL": "your-value", "OPERANDI_API_KEY": "your-value" } } } }Paste the key only into the app’s field, never into a chat or to anyone
Quit Claude and open it again
Try it
Use Operandi and tell me what you can do for me, then show me one thing✓ If Claude says it is using Operandi or shows a Operandi tool in the answer, you are connected
Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version
ChatGPT cannot connect Operandi yet
Operandi runs on your computer, but ChatGPT can only connect servers that run on the web
What you can do instead
A · Use an app that can connect Operandi
- You need a Operandi key (create it on the maker’s site) · Install Python (uv) on your computer first (one time) · Only the Claude desktop app (Windows or Mac), not the web or phone
- You need a Operandi key (create it on the maker’s site) · Install Python (uv) on your computer first (one time)
- You need a Operandi key (create it on the maker’s site) · Install Python (uv) on your computer first (one time)
- You need a Operandi key (create it on the maker’s site) · Install Python (uv) on your computer first (one time)
B · Others in Other that work with ChatGPT
Picked from the most used in the same category, only ones that connect by address with no key
- Hostinger✓ ChatGPT
- World Monitor✓ ChatGPT
- Svelte MCP✓ ChatGPT
Works with Claude Code, with some setup first
You need a Operandi key (create it on the maker’s site) · Install Python (uv) on your computer first (one time)
Install Python (uv)
One time only; it works for every server that needs Python (uv)
Sign up and create a Operandi key
Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.
How to get a key is in the maker’s README below
Open Terminal
Mac: press Command+Space and type Terminal · Windows: open PowerShell
Paste this command and press Enter
claude mcp add --scope user operandi --env OPERANDI_API_URL=your-value --env OPERANDI_API_KEY=your-value -- uvx operandi-mcpReplace “your-value” with your key before pressing Enter
Paste the key only into the app’s field, never into a chat or to anyone
Type /mcp in Claude Code
You should see Operandi listed as connected
Try it
Use Operandi and tell me what you can do for me, then show me one thing✓ If Claude Code says it is using Operandi or shows a Operandi tool in the answer, you are connected
Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Works with Cursor, with some setup first
You need a Operandi key (create it on the maker’s site) · Install Python (uv) on your computer first (one time)
Install Python (uv)
One time only; it works for every server that needs Python (uv)
Sign up and create a Operandi key
Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.
How to get a key is in the maker’s README below
Fill in your key
In the Operandi settings, OPERANDI_API_URL, OPERANDI_API_KEY is empty; add your key and save
Paste the key only into the app’s field, never into a chat or to anyone
Open the AI chat in Cursor in Agent mode
Try it
Use Operandi and tell me what you can do for me, then show me one thing✓ If Cursor says it is using Operandi or shows a Operandi tool in the answer, you are connected
Menu names checked against Cursor’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Works with VS Code, with some setup first
You need a Operandi key (create it on the maker’s site) · Install Python (uv) on your computer first (one time)
Install Python (uv)
One time only; it works for every server that needs Python (uv)
Sign up and create a Operandi key
Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.
How to get a key is in the maker’s README below
Fill in your key
In the Operandi settings, OPERANDI_API_URL, OPERANDI_API_KEY is empty; add your key and save
Paste the key only into the app’s field, never into a chat or to anyone
Open the AI chat in VS Code in Agent mode
Try it
Use Operandi and tell me what you can do for me, then show me one thing✓ If VS Code says it is using Operandi or shows a Operandi tool in the answer, you are connected
Menu names checked against VS Code’s help page on Nov 11, 2026 · your screen may differ slightly by app version
For developers: Terminal commands and JSON settings
Installed on your computer
Claude Code
claude mcp add --scope user operandi --env OPERANDI_API_URL=your-value --env OPERANDI_API_KEY=your-value -- uvx operandi-mcpClaude Desktop (claude_desktop_config.json)
{
"mcpServers": {
"operandi": {
"command": "uvx",
"args": [
"operandi-mcp"
],
"env": {
"OPERANDI_API_URL": "your-value",
"OPERANDI_API_KEY": "your-value"
}
}
}
}Cursor (~/.cursor/mcp.json)
{
"mcpServers": {
"operandi": {
"command": "uvx",
"args": [
"operandi-mcp"
],
"env": {
"OPERANDI_API_URL": "your-value",
"OPERANDI_API_KEY": "your-value"
}
}
}
}VS Code (mcp.json)
{
"servers": {
"operandi": {
"type": "stdio",
"command": "uvx",
"args": [
"operandi-mcp"
],
"env": {
"OPERANDI_API_URL": "your-value",
"OPERANDI_API_KEY": "your-value"
}
}
}
}Values you fill in
OPERANDI_API_URLenvBase URL of the OPERANDI API (default https://api.operandi.cc; use your hosted URL in prod).OPERANDI_API_KEYsecret envOptional: your OPERANDI key. Leave unset for a zero-config instant trial (the server mints + caches its own key, 2 packages included).
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
At a glance
Which apps can use it
Based on how this server connects and on each app’s own docs, checked Nov 10, 2026.
Run on your computer in
ClaudeGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatRaycast
Related guides
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 12, 2026
- ✓ Pass
Maker matches the repo
The registry name was verified against the domain operandi.cc (the registry checks domain ownership)
- ✓ Pass
Still maintained
Code last changed 4 months ago
- ✕ Fail
Has a licence
No licence file found in the repo
- – 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
Discussion
Ask, share a tip or report that it does not work. Sorted by what people marked helpful.
No posts yet. Be the first to ask or share.
Posts here are written by users, not the PopNx team.
User reviews
No reviews yet
Compared with others in Otheri
- More stars than 0% of the other 19308 servers in this category
- Published to the registry more recently than 15% of the other 19308 servers in this category
- Basic checks equal to or better than 43% of the other 19308 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 Operandi safe?
It passed 2 of 3 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?
You need to fill in: OPERANDI_API_KEY
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 4 months ago, and the latest version (1.0.3) reached the registry 4 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: World Monitor, Claude Flow, Windmill
Others in the same category
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
Claude Flow
AI orchestration with hive-mind swarms, neural networks, and 87 MCP tools for enterprise dev.
Runs on your computer
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.
OPERANDI MCP Server — operate real appliances from any agent
mcp-name: cc.operandi/operandi
operandi_mcp_server.py exposes OPERANDI over the Model Context Protocol so any MCP-capable agent host (Claude Desktop, Claude Code, or your own agent runtime) can identify an appliance and pull its grounded, safety-checked, robot-executable operation package as native tools.
This is the "build for agents" surface: the customer is a robot's planner / an LLM agent, not a human reading PDFs.
Tools
| Tool | What it does |
|---|---|
identify_appliance | Resolve observed nameplate text / panel labels / model → a catalog object (call first). |
get_operation_package | The robot-executable package: model-exact procedures, control map + grounding, per-step verification signals, recovery state machine, safety envelope. |
list_appliances | Browse operable appliances (optionally by category). |
find_by_capability | Find appliances by function (heat / wash / brew / defrost …). |
Why an agent wants this
A general model, cold, gives confidently-wrong physical instructions on ordinary appliances a large fraction of the time (OPERANDI Stage A: 24% of cold instructions were would-fail, including invented buttons and cycles). Grounded in the package these tools return, that fell to 0 hallucinations, 96% exact. The tools turn "guess the buttons" into "read the manufacturer's ground truth". See ../docs/BUSINESS_MODEL.md.
Setup — zero config
pip install operandi-mcpThat's it. No key needed for your first packages: on first use the server mints an instant trial key itself (POST /v1/trial — no signup, 2 operation packages included, cached at ~/.operandi/mcp_key). When the trial is spent, tool responses tell the agent exactly how to sign up free (10 packages/month) or go Pro.
Have a key already? Set it and it wins over the trial:
export OPERANDI_API_KEY=ok_live_...Claude Desktop / Claude Code config
{"mcpServers": { "operandi": { "command": "operandi-mcp" } } }
(Optionally add "env": {"OPERANDI_API_KEY": "ok_live_..."} once you have an account key.)
Then ask the agent: *"Identify the Samsung ME20H705MSS and give me the safe procedure to defrost 0.5 kg of mince."* — it will call identify_appliance then get_operation_package and answer from grounded data.
Notes
- The server is a thin, API-key-authenticated REST client — the same binary works against local dev or the hosted service by changing
OPERANDI_API_URL. - Auth is
Authorization: Bearer; a missing/invalid key surfaces as a tool error, not a crash. - Transport is newline-delimited JSON-RPC 2.0 (the MCP stdio transport). Offline protocol tests:
pytest tests/test_mcp_server.py.