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ultimate_mcp_server vs AIRA-SemanticScholar

Side-by-side comparison to help you pick between these two MCP servers.

ultimate_mcp_server
by Dicklesworthstone
AIRA-SemanticScholar
by hamid-vakilzadeh
Stars★ 149★ 22
30d uses
Score8543
Official
Categories
AI / LLM ToolsBrowser AutomationFile System
AI / LLM ToolsKnowledge GraphSearch
LanguagePythonTypeScript
Last commit2 mo ago2 mo ago

ultimate_mcp_server · Summary

Comprehensive MCP server providing dozens of capabilities for AI agents including LLM delegation, browser automation, document processing, and cognitive memory systems.

AIRA-SemanticScholar · Summary

MCP server providing AI models with access to Semantic Scholar Academic Graph API for literature search and analysis.

ultimate_mcp_server · Use cases

  • Complex document processing and analysis with OCR and structured data extraction
  • Web automation and research across multiple sites with browser control
  • Cost-optimized AI workflows through intelligent task delegation between models

AIRA-SemanticScholar · Use cases

  • Academic researchers conducting literature reviews in specific fields
  • AI assistants needing to access and analyze research papers
  • Research institutions building custom knowledge management systems

ultimate_mcp_server · Install

Installation

  1. Clone the repository:
git clone https://github.com/Dicklesworthstone/ultimate_mcp_server.git
cd ultimate_mcp_server
  1. Install dependencies:
pip install -e .
  1. For Claude Desktop integration, add to your claude_desktop_config.json:
{
  "mcpServers": {
    "ultimate-mcp": {
      "command": "python",
      "args": ["-m", "ultimate_mcp_server"],
      "env": {
        "PYTHONPATH": "."
      }
    }
  }
}
  1. Run the server:
python -m ultimate_mcp_server

AIRA-SemanticScholar · Install

Installation

  1. Using npx:
{
  "mcpServers": {
    "aira-semanticscholar": {
      "command": "npx",
      "args": ["-y", "aira-semanticscholar"]
    }
  }
}
  1. Using Smithery:

Visit the [Smithery listing](https://smithery.ai/server/@hamid-vakilzadeh/mcpsemanticscholar) for more installation options.

  1. For full-text access to Wiley papers, add the WILEY_TDM_CLIENT_TOKEN environment variable:
{
  "mcpServers": {
    "aira-semanticscholar": {
      "command": "npx",
      "args": ["-y", "aira-semanticscholar"],
      "env": {
        "WILEY_TDM_CLIENT_TOKEN": "your-token-here"
      }
    }
  }
}
Comparison generated from public README + GitHub signals. Last updated automatically.