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ContextGraph vs ultimate_mcp_server

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

ContextGraph
by AllenMaxi
ultimate_mcp_server
by Dicklesworthstone
Stars★ 21★ 149
30d uses
Score4385
Official
Categories
Knowledge GraphAI / LLM ToolsDeveloper Tools
AI / LLM ToolsBrowser AutomationFile System
LanguagePythonPython
Last commit1 mo ago2 mo ago

ContextGraph · Summary

MCP server implementing a shared memory bus with permissions, subscriptions, and optional payments for multi-agent teams.

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.

ContextGraph · Use cases

  • Coding agents that need to survive context window pressure without losing state
  • Multi-agent teams requiring shared memory with permissions and provenance
  • Internal agent platforms needing ACLs and explainable memory layers

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

ContextGraph · Install

pip install contextgraph

For Claude Desktop integration, add to your claude_desktop_config.json:

{
  "mcpServers": {
    "contextgraph": {
      "command": "python",
      "args": ["-m", "contextgraph.server"],
      "env": {}
    }
  }
}

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
Comparison generated from public README + GitHub signals. Last updated automatically.