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
How It Works
- You build an MCP Server — a tool the AI can call
- The AI client (Claude, GPT, etc.) connects to your server
- When the user asks a question, the AI calls your tool
- Your tool returns structured data
- 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"]
}
}
}
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
- Install Claude Desktop
- Add an MCP server to your config
- Ask Claude a question that needs external data
- Claude calls the MCP server automatically
Resources
- MCP Official Docs
- My MCP Market Research Server
- awesome-mcp-servers list (we're listed!)
Need a custom MCP server built? $50-100. Any data source, any API. Email: Spinov001@gmail.com | Hire me
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