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PopNx MCPMCP servers for people who use AI · explained in plain words

Codabench MCP

by harshitAgrversion 0.1.1i★ 0iRuns on your computer
Registry nameio.github.harshitAgr/codabench-mcp

How to install

Overview

Description from the maker (original English)

MCP server for the Codabench REST API — drives a full ML-benchmark participant workflow.

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

  • Connection: Runs on your computer
  • Transport: stdio
  • Category: Other
  • You need to fill in: CODABENCH_API_TOKEN

Install

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

  1. Install Python (uv)

    One time only; it works for every server that needs Python (uv)

    Open the Python (uv) download page ↗

  2. Sign up and create a Codabench MCP key

    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

  3. Open the Claude desktop app’s settings file

    SettingsDeveloperEdit Config

  4. Paste these settings and save the file

    {
      "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

  5. Quit Claude and open it again

  6. Try it

    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

What you can do instead

A · Use an app that can connect Codabench MCP

  • 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
  • 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)
  • 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)
  • 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)

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)

  1. Install Python (uv)

    One time only; it works for every server that needs Python (uv)

    Open the Python (uv) download page ↗

  2. Sign up and create a Codabench MCP key

    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

  3. Open Terminal

    Mac: press Command+Space and type Terminal · Windows: open PowerShell

  4. Paste this command and press Enter

    claude mcp add codabench --env CODABENCH_API_TOKEN=your-value -- uvx codabench-mcp

    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

  5. Type /mcp in Claude Code

    You should see Codabench MCP listed as connected

  6. Try it

    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)

  1. Install Python (uv)

    One time only; it works for every server that needs Python (uv)

    Open the Python (uv) download page ↗

  2. Sign up and create a Codabench MCP key

    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

  3. Click this button to open Cursor

    Open in Cursor

    Cursor asks you to confirm; click Install

  4. Fill in your key

    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

  5. Open the AI chat in Cursor in Agent mode

  6. Try it

    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)

  1. Install Python (uv)

    One time only; it works for every server that needs Python (uv)

    Open the Python (uv) download page ↗

  2. Sign up and create a Codabench MCP key

    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

  3. Click this button to open VS Code

    Open in VS Code

    VS Code asks you to confirm; click Install

  4. Fill in your key

    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

  5. Open the AI chat in VS Code in Agent mode

  6. Try it

    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.

See every app that uses MCP →

JSON settings are under “For developers” below

Stuck? Ask people who use Codabench MCP💬 Discussion →
For developers: Terminal commands and JSON settings

Installed on your computer

Claude Code

claude mcp add codabench --env CODABENCH_API_TOKEN=your-value -- uvx codabench-mcp

Claude 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"
      }
    }
  }
}

Values you fill in

  • CODABENCH_API_TOKEN secret required env
    DRF token for Codabench. Obtain via https://www.codabench.org/api/docs/ > api-token-auth > Try it out.

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

At a glance

Downloads per weeki
20/wk
Connection
Runs on your computer
Latest versioni
0.1.1
Categoryi
Other
Published to registryi
Apr 23, 2026
Code last changedi
Nov 5, 2026
Maker
harshitAgr
Packages
pypi: codabench-mcp
Registry status
Active

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

All apps, with pros and cons →

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 with the GitHub account harshitAgr, which owns the repo

  • ✓ Pass

    Still maintained

    Code last changed 7 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.

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User reviews

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Compared with others in Otheri

  • More stars than 0% of the other 19286 servers in this category
  • Published to the registry more recently than 6% of the other 19286 servers in this category
  • Basic checks equal to or better than 100% of the other 19286 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 Codabench MCP safe?

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.

What keys or codes does it need?

You need to fill in: CODABENCH_API_TOKEN

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 7 days ago, and the latest version (0.1.1) reached the registry 7 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, Tldraw

Alternatives

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

World Monitor

Real-time global intelligence on conflict, markets, energy, trade, shipping and cyber. 102 tools.

by koala73Widely used★ 90.5KUpdated today

Runs in the cloud✓ worldmonitor.app

Claude Flow

AI orchestration with hive-mind swarms, neural networks, and 87 MCP tools for enterprise dev.

by ruvnetWidely used↓ 13.5K/wk★ 81.5KUpdated 14 months ago

Runs on your computer

Tldraw

Draw and visually collaborate with your agents on tldraw's canvas.

by tldrawWidely used★ 51.4KUpdated 8 months ago

Runs in the cloud

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.

codabench-mcp

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.

Features

Curated tools for the participant path:

  • search_competitions, get_competition, list_competition_phases, get_phase, get_competition_rules, list_competition_tasks, get_task
  • download_dataset (streaming + SHA-256)
  • list_my_submissions, get_submission, get_submission_logs
  • submit_to_phase (handles Codabench's 3-step upload flow)
  • poll_submission (backoff + timeout + non-error "still_running")
  • get_leaderboard, get_my_profile
  • codabench_request — generic REST escape hatch (GET-only by default)

Authentication

You need a Codabench API token. Two ways to get one:

1. Swagger UI (recommended)
  1. Visit https://www.codabench.org/api/docs/
  2. Find the api-token-auth endpoint → Try it out
  3. POST your username/password
  4. Copy the token value from the response
2. curl
curl -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": "..."}.

Install

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

Configure an MCP client

Claude Desktop (claude_desktop_config.json)
{

"mcpServers": { "codabench": { "command": "uvx", "args": ["codabench-mcp"], "env": { "CODABENCH_API_TOKEN": "paste-your-token-here" } } } }

Claude Code (plugin marketplace)
/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
Claude Code (manual)

If you'd rather skip the plugin layer:

claude mcp add codabench \

--env CODABENCH_API_TOKEN=paste-your-token-here \ -- uvx codabench-mcp

Environment variables

VariableRequiredDefaultPurpose
CODABENCH_API_TOKENyes—DRF token, sent as Authorization: Token
CODABENCH_BASE_URLnohttps://www.codabench.orgOverride for tests
CODABENCH_ALLOW_WRITE_RAWno0Set to 1 to allow non-GET methods through codabench_request
CODABENCH_MAX_DOWNLOAD_BYTESno5368709120 (5 GB)Cap for download_dataset

Development

uv sync

uv run pytest # unit tests, no network uv run ruff check . # lint uv run ruff format --check . # format check

License

MIT — see LICENSE.

mcp-name: io.github.harshitAgr/codabench-mcp