MCP_Server_for_QEngine_prompt_generation

Rishwanth738/MCP_Server_for_QEngine_prompt_generation

3.1

If you are the rightful owner of MCP_Server_for_QEngine_prompt_generation and would like to certify it and/or have it hosted online, please leave a comment on the right or send an email to henry@mcphub.com.

This project was built during an internship at Zoho to create an MCP-compatible FastAPI server for generating QEngine-ready prompts.

MCP_Server_for_QEngine_Prompt_Generation

Overview

This project was built during my internship at Zoho. It exposes an MCP-compatible FastAPI server to ingest markdown-based knowledge bases and generate QEngine-ready prompts for LLMs hosted on Open WebUI to generate QEngine test scripts based on custom functions defined in the .md knowledge base.

Features

  • /ingest_kb: Ingests structured markdown content into ChromaDB as embeddings.
  • /generate_script: Dynamically generates context-aware QEngine scripts from user prompts using custom functions and templates.

Stack

  • FastAPI - Web server and API routing
  • ChromaDB - Vector DB for RAG pipeline
  • Sentence Transformers - Embedding models for semantic search
  • Markdown Parser - Converts .md knowledge files to vector chunks

Getting Started

git clone https://github.com/Rishwanth738/MCP_Server_for_QEngine_prompt_generation.git
cd MCP_Server_for_QEngine_prompt_generation
pip install -r requirements.txt
uvicorn app.main:app --host 0.0.0.0 --port 8000 --reload

Example Usage

curl -X POST http://localhost:8000/ingest_kb

curl -X POST "http://localhost:8000/generate_script" ^
     -H "Content-Type: application/x-www-form-urlencoded" ^
     -d "task=your_task_here"

Knowledge Base Located in the /data folder: ADD YOUR .md files here