A Model Context Protocol (MCP) server that enables AI assistants to conduct structured, persona-driven sessions including interview preparation, personal reflection, and coaching conversations.

Transform your AI interactions with realistic persona-driven sessions. Originally designed for mock interview preparation (practice with your "new boss" before that important meeting), this MCP server has evolved into a flexible framework for guided conversations of all kinds.

Whether you're preparing for a crucial presentation, seeking structured self-reflection, or wanting to practice difficult conversations in a safe environment, this server provides the framework for meaningful, guided dialogue.

• 🎭 Persona-Driven Sessions: Load detailed persona profiles that completely transform AI behavior and expertise
• ⏱️ Built-in Timer Management: Track session duration with start, stop, and status checking
• 📋 Structured Frameworks: Pre-defined session templates with clear goals and outcomes
• 🔄 Adaptive Flow: Sessions that respond to what emerges naturally in conversation
• 📊 Session Evaluation: Get detailed feedback on performance and communication effectiveness
• 🔒 Secure Operation: Safe file handling with path validation and error handling

Practice conversations with realistic personas:

• Healthcare CIO: Technical discussions with mission-driven leadership perspective
• Board Members: High-level strategic conversations
• Team Leaders: Collaborative planning and decision-making sessions

Adaptive journaling sessions that flow between:

• Daily experience processing
• Creative exploration and inspiration
• Gratitude practice and appreciation
• Life pattern recognition and growth planning

Create your own personas and session frameworks for specific needs.

• Python 3.8+
• MCP-compatible AI assistant (Claude Desktop, etc.)

1. Clone the repository:

git clone https://github.com/mattjoyce/mcp-persona-sessions.git
cd mcp-persona-sessions

2. Install dependencies:

pip install fastmcp

3. Set up configuration:

cp config.yaml.example config.yaml
# Edit config.yaml with your preferences

Add to your MCP client configuration (e.g., Claude Desktop):

{
  "mcpServers": {
    "persona-sessions": {
      "command": "/path/to/venv/python",
      "args": ["/path/to/mcp-persona-sessions/mcp-persona-sessions.py"],
      "cwd": "/path/to/mcp-persona-sessions"
    }
  }
}

I use Claude as the mcp client, you might use something else. Simple ask claude to initiate a session.

"Claude, use your tools to run a mock meeting, this meeting is with XXX and is about YYY, duration 10 mins." If you have useful documents, include them with the request.

persona_path: "roles"                           # Directory containing persona files
session_types_file: "session_types.yaml"       # Session framework definitions
default_persona_file: "Role-Interviewer-mcp.md" # Fallback persona
evaluator_persona_file: "Role-Interview-Evaluator.md" # Feedback persona

Create a new .md file in the roles/ directory with:

# Your Persona Name

## Identity and Purpose
[Define who this persona is and their role]

## Communication Style
[How they speak and interact]

## Expertise Areas
[What they know and focus on]

## Goals
[What they aim to achieve in sessions]

[Additional sections as needed...]

Edit session_types.yaml to add new session frameworks:

session_types:
  - name: "Your Custom Session"
    persona: "Your Persona"
    persona_file: "Role-Your-Persona.md"
    description: "What this session accomplishes"
    prerequisites: ["What's needed to start"]
    duration: 20
    topics: ["Key areas to explore"]
    goals: ["Session outcomes"]

mcp-persona-sessions/
├── mcp-persona-sessions.py    # Main MCP server
├── timer.py                   # Timer management utilities
├── config.yaml               # Server configuration
├── session_types.yaml        # Available session frameworks
├── roles/                     # Persona definition files
│   ├── Role-CIO.md
│   ├── Role-Reflective-Companion.md
│   ├── Role-Interview-Evaluator.md
│   └── ...
├── requirements.txt
└── README.md

• Job Interview Prep: Practice with realistic interviewer personas
• Presentation Rehearsal: Get feedback on messaging and delivery
• Difficult Conversations: Role-play challenging workplace discussions
• Personal Development: Structured self-reflection and goal clarification
• Creative Exploration: Guided sessions for artistic and innovative thinking
• Decision Making: Work through complex choices with focused dialogue
• Daily Reflection: Consistent journaling practice with adaptive guidance

Contributions welcome! Areas of interest:

• New persona definitions for different roles/industries
• Additional session frameworks for specific use cases
• Enhanced timer and session management features
• Integration improvements for different MCP clients

GPL-3.0 License - see LICENSE file for details.

Built using the Model Context Protocol framework for AI assistant extensibility.