PRD Generator & Linear Ticket Creator with MistralAI Agents API and MCP

Application that generates Product Requirements Documents (PDF) from transcript PDFs and creates Linear tickets using MistralAI Agents API with MCP servers.

Use Case

• Extract text from PDF transcripts using OCR
• Generate comprehensive PRDs from meeting transcripts
• Parse PRDs into structured features
• Create Linear tickets automatically for each feature

Architecture

├── mcp_servers/
│   ├── stdio_prd_generator_server.py
│   └── stdio_linear_ticket_gen_server.py
├── app.py

├── mcp_servers/
│   ├── stdio_prd_generator_server.py
│   └── stdio_linear_ticket_gen_server.py
├── app.py

Main Application

• app.py: Chainlit interface with MistralAI agent integration

MCP Servers

• stdio_prd_generator_server.py: PDF OCR processing and PRD generation using MistralAI LLMs
• stdio_linear_ticket_gen_server.py: PRD parsing and Linear ticket creation via GraphQL API

Installation

pip install chainlit mcp loguru pydantic gql

pip install chainlit mcp loguru pydantic gql

Environment Setup

Set your MistralAI API key:

export MISTRAL_API_KEY="your_api_key_here"

export MISTRAL_API_KEY="your_api_key_here"

Set your Mistral API key in both the servers:

• mcp_servers/stdio_linear_ticket_gen_server.py
• mcp_servers/stdio_prd_generator_server

Configure Linear API credentials in mcp_servers/stdio_linear_ticket_gen_server.py:

• Update linear_api_key with your Linear API key
• Update team_id with your Linear team ID

Usage

Run the application:

chainlit run app.py

chainlit run app.py

Ask questions like:

• "Generate a PRD from transcript.pdf"
• "Generate a PRD outlining LeChat improvements based on the transcript in transcript.pdf, and create corresponding Linear tickets."

The app will automatically extract text from PDFs, generate PRDs, and create corresponding Linear tickets.