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Алексей Спинов
Алексей Спинов

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What is MCP? Model Context Protocol Explained for Web Developers

MCP (Model Context Protocol) lets AI agents call external tools. Think of it as an API that AI models use to access real-world data.

Why It Matters

Without MCP, AI models hallucinate data. With MCP, they query real sources.

User: "Research the electric vehicles market"

Without MCP: ChatGPT makes up numbers
With MCP: Agent queries Wikipedia, Google News, GitHub, arXiv → returns verified data
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How It Works

  1. You build an MCP Server — a tool the AI can call
  2. The AI client (Claude, GPT, etc.) connects to your server
  3. When the user asks a question, the AI calls your tool
  4. Your tool returns structured data
  5. The AI uses that data in its response

Simple MCP Server Example

// claude_desktop_config.json
{
  "mcpServers": {
    "market-research": {
      "command": "npx",
      "args": ["mcp-market-research-server"]
    }
  }
}
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The AI can now call generate_report(industry, geography) and get real data from 9 sources.

What MCP Servers Can Do

  • Search the web — query Google, Bing, or custom sources
  • Access databases — read/write SQL, MongoDB, etc.
  • Call APIs — GitHub, Slack, Jira, any REST API
  • Read files — local file system access
  • Run code — execute scripts and return results

I Built 15 MCP Servers

Server What It Does
Market Research Queries 9 APIs, generates reports
Web Search Real-time web search results
Lead Finder Find contact info for businesses
SEO Audit Analyze any website's SEO
Social Media Bluesky, Reddit, HN data

All open source: github.com/spinov001-art/mcp-servers-collection

Getting Started

  1. Install Claude Desktop
  2. Add an MCP server to your config
  3. Ask Claude a question that needs external data
  4. Claude calls the MCP server automatically

Resources


Need a custom MCP server built? $50-100. Any data source, any API. Email: Spinov001@gmail.com | Hire me

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