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Ibm Watsonxdata Dl Retrieval

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An IBM watsonx.data mcp server that seamlessly connects AI agents with document libraries

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An IBM watsonx.data mcp server that seamlessly connects AI agents with document libraries

README

The Watsonx.data Document Library Retrieval MCP Server is a Model Context Protocol (MCP)-compliant service that seamlessly connects AI agents with document libraries in watsonx.data, enabling intelligent data retrieval and interaction.

Key Features

  • Dynamic Discovery & Registration
    Automatically detects and registers document libraries as MCP tools.

  • Natural Language Interface
    Query document libraries using conversational language and receive human-readable responses.

  • Minimal Configuration
    Deploy with simple setup requirements and zero complex configurations.

  • Framework-Agnostic Integration
    Plug directly into the preferred agentic frameworks with native MCP compatibility.


Overview

  • Protocol: Model Context Protocol (MCP)
  • Purpose: Acts as a bridge between agentic AI frameworks and watsonx.data document libraries
  • Supported Environments: IBM Cloud Pak for Data (CPD), Watsonx SaaS
  • Agent Compatibility: The agentic framework must support the MCP standard (via SSE or Stdio).
    Note: This server will not function with agents that do not support MCP.

Prerequisites

  • Python version 3.11 or later
  • Access to your CPD or SaaS environment
  • Access credentials and a CA certificate bundle for CPD
  • Ensure your agent framework supports MCP protocol

Getting CA Bundle for CPD

  1. Login to your OpenShift cluster:

    oc login -u kubeadmin -p '<your_openshift_password>' https://<your_openshift_cpd_url>:6443
    
  2. Extract the root CA bundle:

    oc get configmap kube-root-ca.crt -o jsonpath='{.data.ca\.crt}' > cabundle.crt
    

NOTE: Please use open shift login command. The user and password will be open shift portal login username and password


Setup

Step 1: Install Python

Step 2: Create a virtual environment

python -m venv .venv

Step 3: Activate the virtual environment

source .venv/bin/activate  # macOS/Linux
.venv\Scripts\activate     # Windows

Step 4: Install the uv package manager

pip install uv

Step 5: Install the MCP server package

pip install ibm-watsonxdata-dl-retrieval-mcp-server

Configuration

For Cloud Pak for Data (CPD):

export CPD_ENDPOINT="<cpd-endpoint>"
export CPD_USERNAME="<cpd-username>"
export CPD_PASSWORD="<cpd-password>"
export CA_BUNDLE_PATH="<absolute_path_to_cabundle.crt>"
export LH_CONTEXT="CPD"

NOTE:

For Watsonx SaaS:

export WATSONX_DATA_API_KEY="<api-key>"
export WATSONX_DATA_RETRIEVAL_ENDPOINT="<retrieval-service-endpoint>"
export DOCUMENT_LIBRARY_API_ENDPOINT="<document-library-endpoint>"
export WATSONX_DATA_TOKEN_GENERATION_ENDPOINT="<token-generation-endpoint>"
export LH_CONTEXT="SAAS"

NOTE:


Running the Server

uv run ibm-watsonxdata-dl-retrieval-mcp-server

By default, the server runs in sse transport mode on port 8000.

Transport: SSE

uv run ibm-watsonxdata-dl-retrieval-mcp-server --port <desired_port> --transport sse

Transport: stdio

uv run ibm-watsonxdata-dl-retrieval-mcp-server --port <desired_port> --transport stdio

Integrating with WXO

Prerequisite:

Install WXO ADK and complete the initial setup. Refer documentation for more details: https://developer.watson-orchestrate.ibm.com

Transport: STDIO

To add the MCP server in stdio transport with WXO refer the example below.

  1. create connection
orchestrate connections add -a <app id>
  1. Configure connection
orchestrate connections configure --app-id <app id> --environment draft -t team -k key_value
  1. Setting credentials
orchestrate connections set-credentials --app-id=<app id> --env draft -e WATSONX_DATA_API_KEY="<api_key>" -e WATSONX_DATA_RETRIEVAL_ENDPOINT="<wxd retrieval endpoint>" -e DOCUMENT_LIBRARY_API_ENDPOINT="<DL endpoint>" -e WATSONX_DATA_TOKEN_GENERATION_ENDPOINT="<token generation endpoint>" -e LH_CONTEXT="SAAS"

Example for Saas:

orchestrate toolkits import \
    --kind mcp \
    --name "mcp-toolkit" \
    --description "mcp server for watsonx retrival service" \
    --package "ibm-watsonxdata-dl-retrieval-mcp-server" \
    --command "uv run ibm-watsonxdata-dl-retrieval-mcp-server --port <port> --transport stdio" \
    --language python \
    --tools "*" \
    --app-id <app id>

Transport: SSE

  1. Install mcp-proxy
pip install mcp-proxy  
  1. Run ibm-watsonxdata-dl-retrieval-mcp-server in sse transport.

Once prerequisites are met, the tools can be added as toolkit in WXO.

Example :

orchestrate toolkits import \ 
  --kind mcp \ 
  --name mcp_toolkit \ 
  --description "MCP server (hosted, SSE)" \ 
  --package "mcp-proxy" \ 
  --language python \ 
  --command "uvx mcp-proxy https://<mcp server endpoint>/sse" \ 
  --tools "*" 

NOTE:
When running wxo in SAAS and MCP server locally, expose the mcp server endpoint if required.

Refer wxo documentation for more details: https://www.ibm.com/docs/en/watsonx/watson-orchestrate/base?topic=tools-importing-from-mcp-server


Integrating with other Agentic Frameworks

For more examples on using Watsonx.data Document Library Retrieval MCP Server with agentic framework refer examples

Limitations

  • Environment credentials cannot be changed during runtime.
    • To change credentials, either:
      • Start a new server with new env variables, OR
      • Source new environment variables and restart the server.

Tool Naming

Each document library is registered with a unique tool name:

tool_name = <library_name><library_id>

Example:

invoice_document_library77e4b4dd_479e_4406_acc4_ce154c96266c

from github.com/IBM/ibm-watsonxdata-dl-retrieval-mcp-server

Installing Ibm Watsonxdata Dl Retrieval

This server has no published package — it is built from source. Open the repository and follow its README.

▸ github.com/IBM/ibm-watsonxdata-dl-retrieval-mcp-server

FAQ

Is Ibm Watsonxdata Dl Retrieval MCP free?

Yes, Ibm Watsonxdata Dl Retrieval MCP is free — one-click install via Unyly at no cost.

Does Ibm Watsonxdata Dl Retrieval need an API key?

No, Ibm Watsonxdata Dl Retrieval runs without API keys or environment variables.

Is Ibm Watsonxdata Dl Retrieval hosted or self-hosted?

Self-hosted: the server runs locally on your machine via the install command above.

How do I install Ibm Watsonxdata Dl Retrieval in Claude Desktop, Claude Code or Cursor?

Open Ibm Watsonxdata Dl Retrieval on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.

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