Dr. QualMaster - AI-Powered Qualitative Research & Conceptual Paper Writing MCP Server. 12 tools, RAG knowledge base, R&R support.

๐Ÿ”ฌ QualAI - AI-Powered Qualitative Research MCP Server

Community-driven, RAG-enhanced qualitative research analysis powered by Claude

Transform qualitative research with AI assistance. QualAI is a Model Context Protocol (MCP) server that brings advanced AI capabilities to qualitative data analysis while maintaining methodological rigor.

๐Ÿ’ก Share Your Innovative Research Methods!

QualAI grows stronger with every researcher who contributes.

Have you developed a unique qualitative methodology? A novel coding technique? An innovative analysis approach?

๐ŸŒŸ Share it with the global research community!

When you contribute your methodology to QualAI:

  • โœ… Help thousands of researchers worldwide discover and use your approach
  • โœ… Get cited every time someone uses your methodology
  • โœ… Receive feedback and improvements from peer researchers
  • โœ… Build your reputation as a methodological innovator
  • โœ… Make qualitative research better for everyone

Your innovation can transform how the world does qualitative research.

๐Ÿ‘‰ Contribute Your Methodology | Browse Community Methods

โœจ Revolutionary Features

๐Ÿค– AI-Native Analysis

  • Automatic coding with semantic understanding
  • Theme extraction with theoretical depth
  • Saturation detection
  • Negative case discovery
  • Inter-coder reliability automation

๐ŸŒ Community-Driven Methodologies

  • RAG-powered methodology library: Access community-contributed research methods
  • GitHub integration: Share and discover methodologies from researchers worldwide
  • Validated approaches: Peer-reviewed methodologies with quality ratings
  • Flexible: Use established methods or create your own

๐ŸŽฏ Core Tools (v1.0)

Methodology Management (3)
  • selectMethodology - AI finds the best methodology for your research
  • loadMethodology - Load community methodologies
  • listMethodologies - Browse available methods
Coding Tools (5)
  • autoCoding - AI-powered automatic coding
  • refineCodebook - Optimize your codebook
  • mergeCodesSmart - Intelligent code merging
  • suggestSubcodes - Hierarchical code suggestions
  • validateCoding - Consistency checking
Thematic Analysis (4)
  • extractThemes - Inductive/deductive theme extraction
  • analyzePatterns - Pattern and relationship analysis
  • detectSaturation - Theoretical saturation detection
  • compareThemesAcrossCases - Cross-case comparison
Theory Building (3)
  • buildGroundedTheory - Guided grounded theory development
  • generateConceptMap - Automatic concept mapping
  • analyzeNarrative - Narrative structure analysis
Validation (4)
  • findNegativeCases - Negative case analysis
  • triangulate - Multi-source triangulation
  • calculateReliability - Inter-coder reliability
  • assessQuality - Research quality assessment
Reporting (1)
  • generateReport - Comprehensive analysis reports

nNote: v1.0 includes methodology management and knowledge graph. Advanced analysis tools (auto-coding, theme extraction, etc.) are in active development for v1.1.

๐Ÿš€ Quick Start

Installation

# Clone the repository
git clone https://github.com/seanshin0214/qualai-mcp.git
cd qualai-mcp

# Install dependencies
npm install

# Build
npm run build

Configure Claude Desktop

Add to your claude_desktop_config.json:

{
  "mcpServers": {
    "qualai": {
      "command": "node",
      "args": ["C:\\Users\\YOUR-USERNAME\\Documents\\qualai-mcp\\dist\\index.js"],
      "env": {
        "OPENAI_API_KEY": "your-openai-key-optional",
        "QUALAI_GITHUB_REPO": "qualai-community/methodologies"
      }
    }
  }
}

Restart Claude Desktop

That's it! QualAI is now available in Claude.

๐Ÿ’ฌ First time? Try this:

"I have 15 interview transcripts about remote work experiences.
Help me choose the right methodology and start coding."

๐ŸŒ Community Methodologies

Current Methodologies (2)

Built-in:

  1. Constructivist Grounded Theory (Charmaz, 2014)
  2. Reflexive Thematic Analysis (Braun & Clarke, 2006)

Community Contributed:

  • Be the first to contribute!

Contributing Your Methodology

Your methodology could help thousands of researchers worldwide.

Step 1: Create Your Methodology

Use our template (see CONTRIBUTING.md)

Step 2: Test Locally
# Place in methodologies/ directory
cp your-methodology.json qualai-mcp/methodologies/

# Restart QualAI and test
Step 3: Share with Community
  1. Fork qualai-community/methodologies
  2. Add your methodology with documentation
  3. Create Pull Request
  4. Community peer review (2+ reviewers)
  5. Merged and available to all! ๐ŸŽ‰
Recognition
  • Your name appears in methodology metadata
  • Automatic citation generation
  • Contributor leaderboard
  • Usage statistics (opt-in)

Ready to contribute? See CONTRIBUTING.md

๐Ÿ—๏ธ Architecture

โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚        Claude Desktop               โ”‚
โ”‚  (User Interface & Conversations)   โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
               โ”‚ MCP Protocol
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ–ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚         QualAI MCP Server           โ”‚
โ”‚                                     โ”‚
โ”‚  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”   โ”‚
โ”‚  โ”‚  Methodology Orchestrator  โ”‚   โ”‚
โ”‚  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜   โ”‚
โ”‚                                     โ”‚
โ”‚  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚
โ”‚  โ”‚ Coding  โ”‚ Thematicโ”‚ Theory   โ”‚ โ”‚
โ”‚  โ”‚ Engine  โ”‚ Engine  โ”‚ Engine   โ”‚ โ”‚
โ”‚  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ”‚
โ”‚                                     โ”‚
โ”‚  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”  โ”‚
โ”‚  โ”‚   RAG System (Qdrant)       โ”‚  โ”‚
โ”‚  โ”‚   - Community methodologies โ”‚  โ”‚
โ”‚  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜  โ”‚
โ”‚                                     โ”‚
โ”‚  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”  โ”‚
โ”‚  โ”‚   Knowledge Graph (SQLite)  โ”‚  โ”‚
โ”‚  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜  โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
               โ”‚
               โ–ผ
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚   GitHub: qualai-community          โ”‚
โ”‚   Community Methodologies Registry  โ”‚
โ”‚   - YOUR methodology! ๐ŸŒŸ            โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜

๐Ÿค Contributing

We welcome all forms of contribution!

Ways to Contribute

  1. ๐Ÿ“– Share Methodologies: Most valuable contribution!
  2. ๐Ÿ› Report Bugs: Help us improve
  3. ๐Ÿ’ก Suggest Features: Shape QualAI's future
  4. ๐Ÿ“ Improve Docs: Help others learn
  5. ๐Ÿ’ป Submit Code: Enhance functionality

๐Ÿ“Š Roadmap

v1.1 (Q1 2025)

  • Interpretive Phenomenological Analysis (IPA)
  • Discourse Analysis tools
  • 10+ community methodologies

v1.2 (Q2 2025)

  • Real-time collaboration
  • Multi-language support
  • 25+ community methodologies

v2.0 (Q3 2025)

  • Web interface
  • 50+ community methodologies

๐Ÿ“„ License

MIT License - see LICENSE

๐Ÿ“ž Support & Community

๐ŸŒŸ Final Call to Action

To Researchers Using QualAI:Your research benefits from methodologies shared by others. Consider giving back!

To Methodology Innovators:Your unique approach could revolutionize how thousands conduct research. Share it!

To the Qualitative Research Community:Together, we're building the world's most comprehensive, open, and accessible methodology library.

Let's transform qualitative research together.

โ†’ Start Contributing Today

Made with โค๏ธ by researchers, for researchers

Version: 1.0.0Last Updated: 2025-11-02

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