World Monitor
Real-time global intelligence on conflict, markets, energy, trade, shipping and cyber. 102 tools.
Runs in the cloud✓ service owner · worldmonitor.app
Maap
What it does
Calibrated numeric estimates with uncertainty from messy records
- Connects Runs on your computer
- Account or key Needs MAAP_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 Maap key (create it on the maker’s site) · Install Node.js on your computer first (one time) · Only the Claude desktop app (Windows or Mac), not the web or phone
Install Node.js
One time only; it works for every server that needs Node.js
Sign up and create a Maap 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
Checking the commands · copy buttons appear once they pass
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 Maap and tell me what you can do for me, then show me one thing✓ If Claude says it is using Maap or shows a Maap 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 Maap yet
Maap 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 Maap
- You need a Maap key (create it on the maker’s site) · Install Node.js on your computer first (one time) · Only the Claude desktop app (Windows or Mac), not the web or phone
- You need a Maap key (create it on the maker’s site) · Install Node.js on your computer first (one time)
- You need a Maap key (create it on the maker’s site) · Install Node.js on your computer first (one time)
- You need a Maap key (create it on the maker’s site) · Install Node.js 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 Maap key (create it on the maker’s site) · Install Node.js on your computer first (one time)
Install Node.js
One time only; it works for every server that needs Node.js
Sign up and create a Maap 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
Checking the commands · copy buttons appear once they pass
Replace “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 Maap listed as connected
Try it
Use Maap and tell me what you can do for me, then show me one thing✓ If Claude Code says it is using Maap or shows a Maap 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 Maap key (create it on the maker’s site) · Install Node.js on your computer first (one time)
Install Node.js
One time only; it works for every server that needs Node.js
Sign up and create a Maap 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
Click this button to open Cursor
Checking the commands · copy buttons appear once they pass
Fill in your key
In the Maap settings, MAAP_API_KEY, MAAP_BASE_URL 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 Maap and tell me what you can do for me, then show me one thing✓ If Cursor says it is using Maap or shows a Maap 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 Maap key (create it on the maker’s site) · Install Node.js on your computer first (one time)
Install Node.js
One time only; it works for every server that needs Node.js
Sign up and create a Maap 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
Click this button to open VS Code
Checking the commands · copy buttons appear once they pass
Fill in your key
In the Maap settings, MAAP_API_KEY, MAAP_BASE_URL 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 Maap and tell me what you can do for me, then show me one thing✓ If VS Code says it is using Maap or shows a Maap 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
Checking the commands · copy buttons appear once they pass
Claude Desktop (claude_desktop_config.json)
Checking the commands · copy buttons appear once they pass
Cursor (~/.cursor/mcp.json)
Checking the commands · copy buttons appear once they pass
VS Code (mcp.json)
Checking the commands · copy buttons appear once they pass
Values you fill in
MAAP_API_KEYsecret required envAPI key from https://dash.hitl.systems/keysMAAP_BASE_URLenvOverride the API base URL. Defaults to https://dash.hitl.systems
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 13, 2026
- ! Caution
Maker matches the repo
The publisher (codecraf8) is not the repo owner (hitl-systems); someone else may have listed it
- ✓ Pass
Still maintained
Code last changed 23 days ago
- ✓ Pass
Has a licence
Uses MIT
- – 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 19633 servers in this category
- Published to the registry more recently than 64% of the other 19633 servers in this category
- Basic checks equal to or better than 44% of the other 19633 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 Maap 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: MAAP_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 23 days ago, and the latest version (0.1.1) reached the registry 23 days ago.
Which apps can use it?
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js 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.
maap-mcp
maap over MCP: ask for a number, get a calibrated distribution — a median, the range the true value should fall inside, and the probability of crossing a threshold you name.
Two tools:
| Tool | Does |
|---|---|
list_targets | Search the 104 trained targets. Call this first — a target id is not guessable |
estimate | One case, one target → median, quantiles, intervals, P(value > t), and how calibrated the answer is |
Install
Get a key at dash.hitl.systems/keys, then add the server to your client.
Claude Desktop — claude_desktop_config.json:
{"mcpServers": { "maap": { "command": "npx", "args": ["-y", "maap-mcp"], "env": { "MAAP_API_KEY": "apikey_..." } } } }
Claude Code:
claude mcp add maap --env MAAP_API_KEY=apikey_... -- npx -y maap-mcpNot on npm yet — until it is, install straight from this repo by swapping maap-mcp for github:hitl-systems/maap-mcp in any of the above. The built bundle is committed, so there is nothing to compile.
Cursor — ~/.cursor/mcp.json: the same mcpServers block as Claude Desktop.
| Variable | Required | Default |
|---|---|---|
MAAP_API_KEY | yes | — |
MAAP_BASE_URL | no | https://dash.hitl.systems |
Using it
Which maap target predicts flight prices? Estimate the fare for a Vistara economy ticket
Delhi → Mumbai, non-stop, booked 9 days out, and tell me the chance it is over ₹10,000.
The agent calls list_targets for the id, then estimate with your case as the state.
Read the median as the answer and the range as what to plan against. For a threshold question, pass thresholds and read P(value > t) — do not compare the median to the threshold yourself; the median says where the middle is, not how likely the threshold is.
An answer also carries how much to trust it: regime (in_domain, or new_target when the model only knows what your examples taught it), calibration ("none" means no correction survived its check, so the range carries no coverage promise), and novelty_flag when the case is unlike anything in training. Known limits are published: dash.hitl.systems/docs/calibration.
Notes
- One question per call. The HTTP API takes up to 32 under names you choose; a flat tool is the one an agent fills in correctly.
- The first call after an idle period starts a GPU container and can take tens of seconds. The server waits 120 s and tells the agent to retry rather than failing silently.
- Each question counts against your allowance. A rejected call costs nothing.
- Pricing, limits and the full wire format: dash.hitl.systems/docs/api.
MIT.