WhiteBoxXAI

Name: WhiteBoxXAI
Author: AgentaFlow

by AgentaFlowversion 0.3.2i★ –iComputer or cloud

Registry nameio.github.AgentaFlow/whiteboxxai-mcp

Install

Overview

Description from the maker (original English)

AI observability, explainability and governance: drift, fairness, ISO 42001, risk register.

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

User voiceiNo reviews yetReviews open together with accounts in a later step
Our basic checksi3 of 3 passedChecked from public information; code not scanned yet
UsageiNot measured yet★ –

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: Computer or cloud
Transport: stdio, Streamable HTTP
Category: Developer tools
You need to fill in: WHITEBOXXAI_MCP_API_KEY, X-WhiteBox-API-Key, Authorization

Install

Pick the AI app you use, then copy the settings.

Before you install

Basic checks: 3 of 3 passed
Runs on the maker’s server: what you ask it goes through their server.
You fill in yourself: WHITEBOXXAI_MCP_API_KEY, WHITEBOXXAI_MCP_API_BASE_URL, X-WhiteBox-API-Key, Authorization

Values marked secret are keys to your account. Never share them or paste them into a chat.

You need

Runs in the cloudNothing to install; it connects over the internet
PyPIPython’s uv installed (for the uvx command)

Which app do you use?

ClaudeClaude CodeCursorVS CodeChatGPT

Pick your app above. We remember it, so next time the button says “Install in …”.

This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.

Or run it on your computer

Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json

{
  "mcpServers": {
    "whiteboxxai": {
      "command": "uvx",
      "args": [
        "whiteboxxai-mcp"
      ],
      "env": {
        "WHITEBOXXAI_MCP_API_KEY": "your-value",
        "WHITEBOXXAI_MCP_API_BASE_URL": "your-value"
      }
    }
  }
}

Run this in your terminal

claude mcp add --transport http whiteboxxai https://api.whiteboxxai.com/mcp/ --header 'X-WhiteBox-API-Key: your-value' --header 'Authorization: your-value'

Or run it on your computer

claude mcp add whiteboxxai --env WHITEBOXXAI_MCP_API_KEY=your-value --env WHITEBOXXAI_MCP_API_BASE_URL=your-value -- uvx whiteboxxai-mcp

Fill in the empty values before running it.

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "whiteboxxai": {
      "url": "https://api.whiteboxxai.com/mcp/",
      "headers": {
        "X-WhiteBox-API-Key": "your-value",
        "Authorization": "your-value"
      }
    }
  }
}

Or run it on your computer

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "whiteboxxai": {
      "command": "uvx",
      "args": [
        "whiteboxxai-mcp"
      ],
      "env": {
        "WHITEBOXXAI_MCP_API_KEY": "your-value",
        "WHITEBOXXAI_MCP_API_BASE_URL": "your-value"
      }
    }
  }
}

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.

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "whiteboxxai": {
      "type": "http",
      "url": "https://api.whiteboxxai.com/mcp/",
      "headers": {
        "X-WhiteBox-API-Key": "your-value",
        "Authorization": "your-value"
      }
    }
  }
}

Or run it on your computer

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "whiteboxxai": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "whiteboxxai-mcp"
      ],
      "env": {
        "WHITEBOXXAI_MCP_API_KEY": "your-value",
        "WHITEBOXXAI_MCP_API_BASE_URL": "your-value"
      }
    }
  }
}

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.

This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.

Your choice stays on this device in a cookie; no account needed.

Values you fill in

WHITEBOXXAI_MCP_API_KEY secret required env
WhiteBoxXAI API key, generated from the dashboard under Settings > API Keys.
WHITEBOXXAI_MCP_API_BASE_URL env
Base URL of your WhiteBoxXAI instance.
X-WhiteBox-API-Key secret HTTP header
WhiteBoxXAI API key (raw value), required for Smithery and gateway proxying.
Authorization secret HTTP header
Bearer token: your WhiteBoxXAI API key or personal JWT, as 'Bearer '.

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

What it can do

The server asks you to sign in before it lists its tools.

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 8, 2026

✓ Pass
Maker matches the repo
The registry name was verified with the GitHub account AgentaFlow, which owns the repo
… Not checked yet
Still maintained
We have not read this repo from GitHub yet
… Not checked yet
Has a licence
We have not read this repo from GitHub yet
✓ Pass
Endpoint responds
Responded in 757 ms (HTTP 401)
✓ Pass
Sign-in with OAuth
Declares OAuth sign-in, so your AI app can take you to log in
… Not checked yet
No hidden instructions in tool descriptions
Not checked yet; we read the tool list when we check the endpoint

Compared with others in Developer toolsi

More stars than 0% of the other 4924 servers in this category
Published to the registry more recently than 76% of the other 4924 servers in this category
Basic checks equal to or better than 100% of the other 4924 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 WhiteBoxXAI 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: WHITEBOXXAI_MCP_API_KEY, X-WhiteBox-API-Key, Authorization

Does it run on my computer or in the cloud?

Either way works: install it on your computer or connect to the cloud version.

Is it still maintained?

The GitHub repo last changed –, and the latest version (0.3.2) reached the registry 11 days ago.

Which apps can use it?

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.

What can I use instead?

In the same category: GitHub, Desktop Commander, Cloudflare MCP

Alternatives

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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.

whiteboxxai-mcp

An MCP (Model Context Protocol) server that exposes WhiteBoxXAI observability and explainability capabilities — model registry, Git-backed model diffing, prediction logging, drift detection, bias/fairness auditing, ISO/IEC 42001 readiness and compliance evidence, AI Risk Register / governance review queries, prompt governance, asynchronous SHAP/LIME explanation generation, LLM explainability (attention/token-importance/sensitivity/counterfactual analysis and prompt debugging), LLM call monitoring (token/cost/latency tracking), RAG pipeline monitoring, content safety analysis, alert rules and triage context, alert intelligence, alert management, multi-agent workflow tracking, and model performance metrics (197 tools across 18 domains) — to any MCP-compatible client (Claude Desktop, Claude Code, LangChain, custom agent harnesses, etc.). Supports MCP Apps (ui:// resources) with sandboxed interactive audit cards, stdio transport, and Streamable HTTP transport (hosted at https://api.whiteboxxai.com/mcp/).

See the integration docs for full setup, connection examples, the tool reference, and known v1 limitations. See examples/ for runnable LangChain, Semantic Kernel, and raw-MCP-client integrations.

Install

pip install whiteboxxai-mcp

Run (stdio — local/self-hosted)

Configure a credential via environment variables, then run the console script. Stdio transport authenticates via WHITEBOXXAI_MCP_API_KEY:

# An API key generated from the WhiteBoxXAI dashboard's Settings > API Keys tab.

Never expires on a fixed schedule -- only when explicitly revoked -- and doesn't require storing a password.

export WHITEBOXXAI_MCP_API_BASE_URL="https://api.whiteboxxai.com" export WHITEBOXXAI_MCP_API_KEY="wbx_live_..."

whiteboxxai-mcp

Point your MCP client at this command (e.g. in Claude Desktop's mcpServers config, or Claude Code's .mcp.json).

For hosted Streamable HTTP (https://api.whiteboxxai.com/mcp/), pass your API key or personal JWT in the Authorization: Bearer header.

Agent skills

To have a coding agent set this up and call the tools correctly, give it the whitebox-mcp-server skill (and whitebox-governance-rules). They are published at https://whiteboxxai.com/skills/index.md. The tool list they reference is pinned in tests/mcp_inspector_snapshot.json; a rename or removal of a tool shows up as a diff there.

Versioning & support

This package follows Semantic Versioning; see CHANGELOG.md for release history. Self-hosted stdio usage (above) is best-effort supported; the hosted /mcp/ HTTP endpoint is a product surface whose support/SLA follows the caller's underlying Free/Business Cloud plan.

Known v1 limitations

Auth: stdio uses WHITEBOXXAI_MCP_API_KEY — a scoped, revocable credential that isn't tied to a human account's password or session lifecycle. Hosted Streamable HTTP (https://api.whiteboxxai.com/mcp/) accepts an API key or personal JWT.
Alerts: covers core alert rules and triage context (whitebox_alerts_*), alert intelligence (whitebox_alert_intelligence_*, 20 tools), and alert management (whitebox_alert_management_*, 13 tools).
`whitebox_agent_workflows_cost_breakdown`/`_bottlenecks`/`_timeline`: these three can take up to ~30s — the backend blocks server-side on a Celery task before responding, and the SDK client uses an extended (40s) timeout for exactly these calls.
Scope: models, predictions, drift, bias/fairness, AI Risk Register / governance queries, prompts, compliance, explanations, LLM explainability, LLM call monitoring, RAG monitoring, content safety, alert intelligence, alert management, multi-agent workflows, and metrics all ship across 18 domains (197 tools total) over both stdio and hosted Streamable HTTP.

MCP Registry

The server is published to the official MCP Registry as io.github.AgentaFlow/whiteboxxai-mcp.

Development

pip install -e ".[dev]"

pytest tests/unit

MCP Inspector tool-list regression check (needs Node.js); after an intentional

tool change, regenerate the committed snapshot with --write

python tests/check_mcp_inspector_snapshot.py

Releases are cut from GitHub releases; see RELEASING.md.

License

MIT -- see LICENSE.

WhiteBoxXAI

Overview

PopNx MCP’s three pillars

What you can do with it

Install

Before you install

Or run it on your computer

Or run it on your computer

Or run it on your computer

Or run it on your computer

Values you fill in

What it can do

Basic checksi

Maker matches the repo

Still maintained

Has a licence

Endpoint responds

Sign-in with OAuth

No hidden instructions in tool descriptions

Compared with others in Developer toolsi

Common questions

Alternatives

GitHub

Desktop Commander

Cloudflare MCP

README from the maker

whiteboxxai-mcp

Install

Run (stdio — local/self-hosted)

Never expires on a fixed schedule -- only when explicitly revoked -- and doesn't require storing a password.

Agent skills

Versioning & support

Known v1 limitations

MCP Registry

Development

MCP Inspector tool-list regression check (needs Node.js); after an intentional

tool change, regenerate the committed snapshot with --write

License