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Nader Bennour

Senior AI & LLM Engineer

RAG Systems Builder

AI Infrastructure Architect

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Nader Bennour

Senior AI & LLM Engineer

RAG Systems Builder

AI Infrastructure Architect

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Recent Posts

  • RAG in 2026: Why Most Pipelines Still Fail in Production
  • Multilingual LLM Systems in 2026: What Changes When Your AI Needs to Speak 4 Languages
  • From 50 Seconds to 3: Cutting LLM Inference Latency in a Production RAG System
  • The Agentic AI Gold Rush: Why Engineers Who Ship to Production Charge 3x More

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MCP DataBridge — AI Agent Database Protocol

  • Created By: Nader Bennour
  • Date: 2025
  • Client: Open Source
  • GitHub: View Repository
The server exposes 7 tools, 3 resources, and 3 prompts over a normalized SQLite database (8 tables, 891 records). It supports both stdio transport for local Claude Desktop usage and HTTP transport for remote Docker deployments. The MCP Inspector provides an interactive web UI for testing every tool and resource before connecting an agent.
The server exposes 7 tools, 3 resources, and 3 prompts over a normalized SQLite database (8 tables, 891 records). It supports both stdio transport for local Claude Desktop usage and HTTP transport for remote Docker deployments. The MCP Inspector provides an interactive web UI for testing every tool and resource before connecting an agent.

Technical Highlights

  • 7 MCP tools — query, aggregate, survival analysis, sandboxed SQL, and more
  • 3 resources and 3 prompts for guided data exploration
  • Human-readable output — automatic foreign key resolution, no raw IDs
  • Dual transport — stdio for Claude Desktop, HTTP for remote/Docker
  • MCP Inspector integration for interactive testing
  • Normalized database schema with 8 tables and automatic JOINs

Stack

  • Protocol: Model Context Protocol (MCP)
  • Language: Python
  • Database: SQLite (8 normalized tables)
  • Deployment: Docker, stdio/HTTP transport
  • Testing: MCP Inspector
Tags: AI Agents Claude Docker MCP Open Source Python
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© 2026 Nader Bennour. Senior AI & LLM Engineer — nader.info