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    <title>Ai-Development on Ilscipio - Enterprise Commerce Experts</title>
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      <title>I Replaced Five API Wrappers With MCP in a Weekend</title>
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      <description>&lt;p&gt;I spent the first half of 2025 writing custom API wrappers so that AI models could talk to our internal tools. A wrapper for the marketing API, one for the sales dashboard, one for the JetBrains Marketplace stats, two more for deployment scripts. Every wrapper was slightly different. Every one broke when the tool&amp;rsquo;s API changed. And every time I wanted to connect a new AI client, I had to write the integration again.&lt;/p&gt;</description>
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