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MCP Explained in 5 Layers: How I Connected 10.16M Records to AI (and Why It's a Blue Ocean)

Описание и применение

<p>Every week, big tech companies spend hundreds of millions of dollars competing over LLM benchmarks. As indie developers and builders, fighting on that turf is a losing game.</p> <p>Instead of building another thin chat wrapper, I recently tackled a problem Silicon Valley giants will never touch: cleaning <strong>155 messy Japanese public datasets (10.16 million records)</strong> and connecting them directly to AI agents via <strong>MCP (Model Context Protocol)</strong> in a server called <code>japan-data-mcp</code>.</p> <p>Building this—and achieving a top quality score on MCP directories—g

Задача

<p>Every week, big tech companies spend hundreds of millions of dollars competing over LLM benchmarks. As indie developers and builders, fighting on that turf is a losing game.</p> <p>Instead of building another thin chat wrapper, I recently tackled a problem Silicon Valley giants will never touch: cleaning <strong>155 messy Japanese public datasets (10.16 million records)</strong> and connecting them directly to AI agents via <strong>MCP (Model Context Protocol)</strong> in a server called <code>japan-data-mcp</code>.</p> <p>Building this—and achieving a top quality score on MCP directories—g

Результат

<p>Every week, big tech companies spend hundreds of millions of dollars competing over LLM benchmarks. As indie developers and builders, fighting on that turf is a losing game.</p> <p>Instead of building another thin chat wrapper, I recently tackled a problem Silicon Valley giants will never touch: cleaning <strong>155 messy Japanese public datasets (10.16 million records)</strong> and connecting them directly to AI agents via <strong>MCP (Model Context Protocol)</strong> in a server called <code>japan-data-mcp</code>.</p> <p>Building this—and achieving a top quality score on MCP directories—g

Доказательства

MCP Explained in 5 Layers: How I Connected 10.16M Records to AI (and Why It's a Blue Ocean)

Источник

  • Дата записи: 2026-10-15T14:41:17.071Z