
AI Agent Integration with Internal Systems: 3 Ways Compared
Three ways to connect an AI agent to internal systems — API integration, CLI tools and MCP servers — compared, with a safety design you can submit.
Read moreArticles in the “API & MCP Development” category.(4articles)

Three ways to connect an AI agent to internal systems — API integration, CLI tools and MCP servers — compared, with a safety design you can submit.
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MCP integration for a SaaS is a thin MCP layer over your existing REST API. The five-step playbook we settled by running two of our own products live.
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What outsourcing MCP server development costs — ¥1,000,000 to over ¥10,000,000 in Japan — our own pricing, and a five-item checklist before you commission.
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We built a REST API and an 8-tool MCP server into our own CMS. Why an API alone was not enough, and the three things we stopped in the design.
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