snapmind-mcp 2.0.0

MCP server exposing the full SnapMind RAG backend capabilities as tools and resources

SnapMind MCP Server

The SnapMind Model Context Protocol (MCP) server exposes the powerful capabilities of the SnapMind RAG backend to any MCP-compatible client (like Cursor, Claude Desktop, or Antigravity).

Version 2.0 brings a massive expansion from 9 to 18 tools, deep reasoning agents, knowledge graph visualization, bookmarks, and site management.

Installation

Method 1: Using Smithery (Recommended)

To install SnapMind for Claude Desktop or other MCP clients via Smithery:

npx -y @smithery/cli install snapmind-mcp --client claude

Method 2: Manual Installation

1. Clone the repository and navigate to the mcp-server directory:

git clone https://github.com/roshankumar0036singh/SnapMind.git
cd SnapMind/mcp-server

2. Install dependencies:

pip install -e .

3. Add to your MCP client configuration (e.g., claude_desktop_config.json or Cursor's MCP config):

{
  "mcpServers": {
    "snapmind": {
      "command": "snapmind-mcp",
      "env": {
        "SNAPMIND_BACKEND_URL": "https://snapmind-gateway.roshankumar30080.workers.dev",
        "GEMINI_API_KEY": "your-gemini-key",
        "MISTRAL_API_KEY": "your-mistral-key"
      }
    }
  }
}

Features

🛠️ 18 Available Tools

• Search & Chat
  • snapmind_search - Semantic search across documents, bookmarks, and history.
  • snapmind_chat - Chat with your knowledge base using optional personas.
• Knowledge Management
  • snapmind_create_bookmark / list_bookmarks / delete_bookmark - Manage saved snippets.
  • snapmind_knowledge_graph - Extract relations and nodes from your data.
  • snapmind_list_sites / delete_site - Manage indexed source websites.
  • snapmind_export_site - Export all data for a specific site.
• Deep Research
  • snapmind_web_research - Multi-agent web research pipeline.
  • snapmind_deep_research - Multi-hop reasoning chain across web and local sources.
  • snapmind_generate_report - Synthesize sessions into a DOCX report.
• Ingestion
  • snapmind_ingest_url - Index a website.
  • snapmind_ingest_file - Index local documents (PDF, DOCX, CSV).
  • snapmind_ingest_repo - Clone and index a GitHub repository.
• Utilities
  • snapmind_translate - Translate text between languages.
  • snapmind_analyze_image - Vision AI (QA/OCR) on local images.
  • snapmind_list_personas / get_analytics / health_check

📚 7 Available Resources

• snapmind://kb/stats - Live knowledge base statistics
• snapmind://kb/tags - All semantic tags
• snapmind://kb/sites - List of all indexed source URLs
• snapmind://graph/full - The full knowledge graph data (JSON)
• snapmind://graph/sessions - List of sessions containing graph data
• snapmind://sessions/{id}/history - Chat history for a specific session

🗣️ 6 Prompt Templates

• research_topic, code_review, summarize_notebook, deep_dive, compare_sources, export_knowledge

Development & Testing

# Run tests
pip install -e ".[dev]"
pytest tests/ -v