ultimate_mcp_server vs total-agent-memory
Side-by-side comparison to help you pick between these two MCP servers.
ultimate_mcp_server by Dicklesworthstone | total-agent-memory by vbcherepanov | |
|---|---|---|
| Stars | ★ 149 | ★ 34 |
| 30d uses | — | — |
| Score | 85 | 46 |
| Official | — | — |
| Categories | AI / LLM ToolsBrowser AutomationFile System | Developer ToolsAI / LLM ToolsKnowledge Graph |
| Language | Python | Python |
| Last commit | 2 mo ago | this month |
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.
total-agent-memory · Summary
Persistent memory layer for AI coding agents with knowledge graphs, embeddings, and 3D visualization.
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
total-agent-memory · Use cases
- Remembering architectural decisions across coding sessions
- Retrieving previously resolved solutions to similar problems
- Maintaining context about bug fixes and troubleshooting steps
ultimate_mcp_server · Install
Installation
- Clone the repository:
git clone https://github.com/Dicklesworthstone/ultimate_mcp_server.git
cd ultimate_mcp_server- Install dependencies:
pip install -e .- For Claude Desktop integration, add to your claude_desktop_config.json:
{
"mcpServers": {
"ultimate-mcp": {
"command": "python",
"args": ["-m", "ultimate_mcp_server"],
"env": {
"PYTHONPATH": "."
}
}
}
}- Run the server:
python -m ultimate_mcp_servertotal-agent-memory · Install
Installation
Prerequisites
- Python 3.8+
- SQLite (included)
- Optional: Ollama for advanced features
Basic Install
pip install total-agent-memoryClaude Desktop Integration
Add to Claude Desktop config.json:
{
"mcpServers": {
"total-agent-memory": {
"command": "python",
"args": ["-m", "total_agent_memory.server"],
"env": {}
}
}
}Quick Start
total-agent-memory init
total-agent-memory serve