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MCP Knowledge Base Assistant

MCP Knowledge Base Assistant

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This MCP system connects a knowledge base server with a client-side Python application, enabling natural language querying of company policies through MCP protocol and OpenAI's API.
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Created by:
Apr 28 2025
MCP Knowledge Base Assistant
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What is MCP Knowledge Base Assistant?

The MCP Knowledge Base Assistant enables querying a knowledge base via a server exposed as a tool, integrated with a client application using Server-Sent Events (SSE). It incorporates Docker for containerization and OpenAI's API for natural language processing. Users ask questions about company policies, and the system retrieves relevant info from a json-based knowledge base, providing accurate and efficient responses. It supports extensibility by adding new policies to the knowledge base or additional tools, fostering a reusable and scalable environment for enterprise knowledge management employing MCP standards.

Who will use MCP Knowledge Base Assistant?

  • Developers building MCP-compatible AI assistants
  • Organizations managing internal company policies
  • AI researchers exploring tool integration with LLMs
  • Technical teams deploying knowledge base solutions

How to use the MCP Knowledge Base Assistant?

  • Step1: Clone the repository and set up the environment
  • Step2: Configure your OpenAI API key in the .env file
  • Step3: Run the MCP server locally or via Docker
  • Step4: Launch the client.py script to connect to the server
  • Step5: Input questions about policies or knowledge base content in the client
  • Step6: The client sends the query through MCP, and responses are retrieved from the knowledge base

MCP Knowledge Base Assistant's Core Features & Benefits

The Core Features
  • get_knowledge_base
  • expand knowledge base
  • add custom tools
The Benefits
  • Enables natural language querying of organizational policies
  • Supports scalable and containerized deployment
  • Integrates seamlessly with OpenAI for intelligent responses
  • Extensible with additional knowledge and tools

MCP Knowledge Base Assistant's Main Use Cases & Applications

  • Internal policy FAQ chatbot for enterprises
  • Automated knowledge retrieval system for HR departments
  • AI-powered support tool for employee onboarding
  • Research prototype for MCP protocol and knowledge base integration

FAQs of MCP Knowledge Base Assistant

Developer

  • kofiadom