World Monitor
Real-time global intelligence on conflict, markets, energy, trade, shipping and cyber. 102 tools.
Description from the maker (original English)
MCP server for the Codabench REST API — drives a full ML-benchmark participant workflow.
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.
Passed 3/3 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 Codabench MCP key (sign up on the maker’s site, may cost money) · Install Python (uv) on your computer first (one time) · Only the Claude desktop app (Windows or Mac), not the web or phone
One time only; it works for every server that needs Python (uv)
Open the maker’s site, sign up and create an API key for the next step. It may cost money.
How to get a key is in the maker’s README below
SettingsDeveloperEdit Config
{
"mcpServers": {
"codabench": {
"command": "uvx",
"args": [
"codabench-mcp"
],
"env": {
"CODABENCH_API_TOKEN": "your-value"
}
}
}
}Paste the key only into the app’s field, never into a chat or to anyone
Use Codabench MCP and tell me what you can do for me, then show me one thing✓ If Claude says it is using Codabench MCP or shows a Codabench MCP 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 Codabench MCP yet
Codabench MCP runs on your computer, but ChatGPT can only connect servers that run on the web
A · Use an app that can connect Codabench MCP
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
Works with Claude Code, with some setup first
You need a Codabench MCP key (sign up on the maker’s site, may cost money) · Install Python (uv) on your computer first (one time)
One time only; it works for every server that needs Python (uv)
Open the maker’s site, sign up and create an API key for the next step. It may cost money.
How to get a key is in the maker’s README below
Mac: press Command+Space and type Terminal · Windows: open PowerShell
claude mcp add codabench --env CODABENCH_API_TOKEN=your-value -- uvx codabench-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
You should see Codabench MCP listed as connected
Use Codabench MCP and tell me what you can do for me, then show me one thing✓ If Claude Code says it is using Codabench MCP or shows a Codabench MCP 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 Codabench MCP key (sign up on the maker’s site, may cost money) · Install Python (uv) on your computer first (one time)
One time only; it works for every server that needs Python (uv)
Open the maker’s site, sign up and create an API key for the next step. It may cost money.
How to get a key is in the maker’s README below
In the Codabench MCP settings, CODABENCH_API_TOKEN is empty; add your key and save
Paste the key only into the app’s field, never into a chat or to anyone
Use Codabench MCP and tell me what you can do for me, then show me one thing✓ If Cursor says it is using Codabench MCP or shows a Codabench MCP 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 Codabench MCP key (sign up on the maker’s site, may cost money) · Install Python (uv) on your computer first (one time)
One time only; it works for every server that needs Python (uv)
Open the maker’s site, sign up and create an API key for the next step. It may cost money.
How to get a key is in the maker’s README below
In the Codabench MCP settings, CODABENCH_API_TOKEN is empty; add your key and save
Paste the key only into the app’s field, never into a chat or to anyone
Use Codabench MCP and tell me what you can do for me, then show me one thing✓ If VS Code says it is using Codabench MCP or shows a Codabench MCP 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
Other apps that use MCP, such as Windsurf, Zed or Gemini CLI, each add servers differently. See how in the app list.
JSON settings are under “For developers” below
Claude Code
claude mcp add codabench --env CODABENCH_API_TOKEN=your-value -- uvx codabench-mcpClaude Desktop (claude_desktop_config.json)
{
"mcpServers": {
"codabench": {
"command": "uvx",
"args": [
"codabench-mcp"
],
"env": {
"CODABENCH_API_TOKEN": "your-value"
}
}
}
}Cursor (~/.cursor/mcp.json)
{
"mcpServers": {
"codabench": {
"command": "uvx",
"args": [
"codabench-mcp"
],
"env": {
"CODABENCH_API_TOKEN": "your-value"
}
}
}
}VS Code (mcp.json)
{
"servers": {
"codabench": {
"type": "stdio",
"command": "uvx",
"args": [
"codabench-mcp"
],
"env": {
"CODABENCH_API_TOKEN": "your-value"
}
}
}
}CODABENCH_API_TOKEN secret required envThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
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
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 12, 2026
The registry name was verified with the GitHub account harshitAgr, which owns the repo
Code last changed 7 days ago
Uses MIT
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
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Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 3 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.
You need to fill in: CODABENCH_API_TOKEN
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 7 days ago, and the latest version (0.1.1) reached the registry 7 months 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: World Monitor, Claude Flow, Tldraw
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
Real-time global intelligence on conflict, markets, energy, trade, shipping and cyber. 102 tools.
AI orchestration with hive-mind swarms, neural networks, and 87 MCP tools for enterprise dev.
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.
MCP server for the Codabench REST API. Lets an AI agent drive a full participant ML-benchmark workflow: discover competitions, read rules, download data, submit, poll, read leaderboards.
Curated tools for the participant path:
search_competitions, get_competition, list_competition_phases, get_phase, get_competition_rules, list_competition_tasks, get_taskdownload_dataset (streaming + SHA-256)list_my_submissions, get_submission, get_submission_logssubmit_to_phase (handles Codabench's 3-step upload flow)poll_submission (backoff + timeout + non-error "still_running")get_leaderboard, get_my_profilecodabench_request — generic REST escape hatch (GET-only by default)You need a Codabench API token. Two ways to get one:
api-token-auth endpoint → Try it outtoken value from the responsecurl -X POST https://www.codabench.org/api/api-token-auth/ \
-H "Content-Type: application/json" \ -d '{"username":"YOUR_USERNAME","password":"YOUR_PASSWORD"}'
The response is {"token": "..."}.
uvx codabench-mcp
To run the bleeding-edge main branch instead of the last release:
uvx --from git+https://github.com/harshitAgr/codabench-mcp codabench-mcp
Or for development:
git clone https://github.com/harshitAgr/codabench-mcp.git
cd codabench-mcp uv sync uv run codabench-mcp # requires CODABENCH_API_TOKEN
claude_desktop_config.json){
"mcpServers": { "codabench": { "command": "uvx", "args": ["codabench-mcp"], "env": { "CODABENCH_API_TOKEN": "paste-your-token-here" } } } }
/plugin marketplace add harshitAgr/codabench-mcp
/plugin install codabench-mcp@codabench-mcp
Then export your token in the shell where you launch Claude Code:
export CODABENCH_API_TOKEN=paste-your-token-here
If you'd rather skip the plugin layer:
claude mcp add codabench \
--env CODABENCH_API_TOKEN=paste-your-token-here \ -- uvx codabench-mcp
| Variable | Required | Default | Purpose |
|---|---|---|---|
CODABENCH_API_TOKEN | yes | — | DRF token, sent as Authorization: Token |
CODABENCH_BASE_URL | no | https://www.codabench.org | Override for tests |
CODABENCH_ALLOW_WRITE_RAW | no | 0 | Set to 1 to allow non-GET methods through codabench_request |
CODABENCH_MAX_DOWNLOAD_BYTES | no | 5368709120 (5 GB) | Cap for download_dataset |
uv sync
uv run pytest # unit tests, no network uv run ruff check . # lint uv run ruff format --check . # format check
MIT — see LICENSE.
mcp-name: io.github.harshitAgr/codabench-mcp