GraphAcademy
Course

Building GraphRAG Python MCP tools

15 lessons across 3 modules
MCPContext EngineerBuild a Neo4j-backed ApplicationGenerative AI & GraphRAGGenAIIntermediate
About this course

In this course, you will learn

  • FastMCP server development

  • Neo4j driver lifecycle management

  • Context-aware tools with logging

  • Pagination for large datasets

  • Text-to-Cypher natural language queries

Course content

3 modules, 15 lessons.

  1. 3 lessons
    1. Building MCP servers
    2. Setting Up Your Development Environment
    3. Create Your First MCP Server
  2. 9 lessons
    1. Connecting to Neo4j
    2. Add Neo4j Connection
    3. Using Context within Tools
    4. Build a GraphRAG Tool
    5. Using Resources
    6. Create a Movie Resource
    7. Handling Large Datasets with Pagination
    8. Build a Paginated Tool
    9. Building Prompts
  3. 3 lessons
    1. Integrated Workflows
    2. Advanced MCP Features
    3. Course Summary