Azure Wiki Search + NVIDIA Agent Intelligence Toolkit: Complete MCP Integration
Azure Wiki Search is a MCP server that An MCP server that enables AI to query and search Azure DevOps Wiki content with intelligent search capabilities..
When integrated with NVIDIA Agent Intelligence Toolkit, you can:
- Search Azure DevOps Wiki content with AI-powered queries
- Retrieve specific wiki pages by path or identifier
This guide provides step-by-step instructions to set up Azure Wiki Search in NVIDIA Agent Intelligence Toolkit, including configuration, examples, and troubleshooting.
What You'll Achieve
After completing this setup:
- Azure Wiki Search will be fully integrated and operational
- You can use Azure Wiki Search tools directly in NVIDIA Agent Intelligence Toolkit
- All Azure Wiki Search capabilities will be available for your workflows
- Access to 2 different tools
Prerequisites
Before starting, ensure you have:
- Azure DevOps organization name
- Azure DevOps project name
- NVIDIA Agent Intelligence Toolkit installed and configured
- Compatible operating system (Python Package (pip), Docker Container, Framework Integration)
Installation
Step 1: Install Azure Wiki Search
Configuration
Step 2: Configure NVIDIA Agent Intelligence Toolkit
- Open NVIDIA Agent Intelligence Toolkit settings
- Navigate to MCP server configuration
- Add Azure Wiki Search server with appropriate settings
- Save and restart if needed
Examples
Once configured, you can use Azure Wiki Search in NVIDIA Agent Intelligence Toolkit:
Search Technical Documentation
Find relevant technical documentation in Azure Wiki
Ask NVIDIA Agent Intelligence Toolkit: "Search for API authentication documentation in the Edge project"
Expected Result: Relevant wiki pages containing authentication setup and API documentation
Retrieve Specific Wiki Page
Get content from a known wiki page path
Ask NVIDIA Agent Intelligence Toolkit: "Get the content from /docs/setup/installation.md"
Expected Result: Full content of the installation documentation page
Find Troubleshooting Guides
Search for problem-solving documentation
Ask NVIDIA Agent Intelligence Toolkit: "Find troubleshooting guides for deployment issues"
Expected Result: Wiki pages containing deployment troubleshooting information
Testing Your Setup
- Launch NVIDIA Agent Intelligence Toolkit
- Verify Azure Wiki Search is available in the tools list
- Test basic Azure Wiki Search functionality
Troubleshooting
Common Issues
Authentication Failed
Symptoms: Access denied to wiki, Unauthorized errors, PAT token rejected
Cause: Missing or invalid Azure DevOps Personal Access Token
Solution:
- Generate PAT in Azure DevOps with Wiki read permissions
- Set AZURE_DEVOPS_PAT environment variable
- Verify PAT has access to specified organization/project
- Check PAT expiration date
Organization/Project Not Found
Symptoms: Project not found errors, Organization does not exist
Cause: Invalid ORG or PROJECT configuration
Solution:
- Verify organization name matches Azure DevOps URL
- Confirm project exists and is accessible
- Check spelling and case sensitivity
- Use --org and --project parameters to override defaults
Wiki Content Not Found
Symptoms: No search results, Wiki path not found, Empty responses
Cause: Wiki not configured or content not available
Solution:
- Verify project has Wiki enabled
- Check wiki content exists in specified project
- Confirm search terms match available content
- Try broader search queries initially
uv Environment Issues
Symptoms: Command not found, Package installation fails, Virtual env errors
Cause: uv not installed or virtual environment not activated
Solution:
- Install uv: curl -LsSf https://astral.sh/uv/install.sh | sh
- Activate virtual environment before running
- Ensure Python 3.10+ is available
- Reinstall dependencies if corruption occurred
MCP Server Connection Failed
Symptoms: Connection refused errors, Timeout connecting to MCP server, URL not responding
Cause: MCP server not running or incorrect URL configuration
Solution:
- Verify MCP server is running and accessible
- Check URL in configuration matches server endpoint
- Ensure network/firewall allows connection to server port
- Test connection with curl or browser before agent integration
Tool Schema Validation Errors
Symptoms: Invalid input format errors, Schema mismatch warnings, Type validation failures
Cause: Input data does not match MCP tool schema
Solution:
- Use CLI to inspect tool schema: aiq info mcp --url <url> --tool <name>
- Validate input data matches expected types and required fields
- Check JSON schema definitions in MCP server documentation
- Convert inputs to proper format (dict, JSON string, or schema instance)
Framework Integration Issues
Symptoms: Import errors, Framework not found, Incompatible versions
Cause: Missing or incompatible framework dependencies
Solution:
- Ensure target framework (LangChain, LlamaIndex, etc.) is installed
- Check version compatibility between AIQ toolkit and framework
- Install framework-specific dependencies as needed
- Refer to documentation for framework-specific configuration
Performance Bottlenecks
Symptoms: Slow agent responses, High token usage, Workflow timeouts
Cause: Inefficient tool usage or workflow design
Solution:
- Enable observability to identify bottlenecks
- Use profiling features to analyze tool and agent performance
- Review token tracking metrics to optimize LLM calls
- Consider hyperparameter tuning for agent optimization
OpenTelemetry Integration Errors
Symptoms: Observability data not appearing, Telemetry export failures, Missing metrics
Cause: OpenTelemetry not properly configured
Solution:
- Verify OpenTelemetry collector is running
- Check observability configuration in AIQ settings
- Ensure proper instrumentation of agent workflows
- Review OpenTelemetry export settings and endpoints
Azure Wiki Search not appearing in NVIDIA Agent Intelligence Toolkit
Symptoms: Server not listed, Tools not available
Cause: Configuration or installation issue
Solution:
- Verify configuration syntax
- Check Azure Wiki Search installation
- Restart NVIDIA Agent Intelligence Toolkit
- Check logs for error messages
Next Steps
Now that Azure Wiki Search is integrated with NVIDIA Agent Intelligence Toolkit:
- Explore all Azure Wiki Search capabilities through NVIDIA Agent Intelligence Toolkit
- Check out other MCP servers that work with NVIDIA Agent Intelligence Toolkit
- Join the MCP community for tips and support
- Consider contributing to Azure Wiki Search development
Need Help?
- Search for Azure Wiki Search documentation
- Check the NVIDIA Agent Intelligence Toolkit MCP guide
- Join the MCP community discussions