{"rewrite":{"id":"r_9381016979635b42eee48f1a","clusterId":"c_37ac74185f3d9d33bf09d5ca","slug":"soracom-offers-free-knowledge-mcp-server-for-ai-to-reference-official-documents","model":"deepseek-v4-flash","headline":"Soracom Offers Free Knowledge MCP Server for AI to Reference Official Documents","summary":"Soracom began offering a free remote MCP server called Knowledge MCP Server on July 7, 2026. It allows AI agents to search and reference Soracom's official documents without account registration, authentication, or software installation. Users only need to register the public endpoint URL in an MCP-compatible AI client like Claude, ChatGPT, or Gemini. The service uses hybrid search and provides Markdown output with source citations for both Japanese and English docs.","whyItMatters":"The free, no-install MCP server gives AI agents direct access to Soracom's official documentation, which the company expects to suppress hallucinations and improve answer accuracy for IoT-related queries.","webCardHtml":"\u003cp\u003eThe server uses a public endpoint URL that any MCP-compatible AI client can connect to without creating an account or installing software. Soracom Knowledge MCP Server supports hybrid search combining keyword and semantic search, and returns page text in Markdown format with source citations. The company says this approach should suppress hallucinations and improve answer accuracy. The service covers both Japanese and English versions of Soracom\u0026#39;s public documents, which are regularly synchronized. Use cases include AI coding assistants referencing the latest API documentation and business staff checking pricing and setup procedures through chat.\u003c/p\u003e","blueskyPost":"Soracom started offering a free MCP server that lets AI agents search and cite its official docs. No registration, no install-just paste the endpoint URL into Claude, ChatGPT, or Gemini. Hybrid search, Markdown output, citations included. Aimed at reducing hallucinations for IoT queries.","twitterPost":"Soracom launched a free MCP server for AI to reference its official docs. No registration, no install. Just plug the endpoint URL into Claude, ChatGPT, or Gemini. Hybrid search, Markdown output, source citations. Expects to cut hallucinations for IoT queries.","threadsPost":null,"newsletterBlurb":"Soracom introduced a free remote MCP server that allows AI agents to search and cite its official documentation without any account setup. The service supports hybrid search and Markdown output, and works with popular AI clients. It aims to reduce hallucinations in AI-assisted IoT development and support.","attributionJson":"[{\"source\":\"ASCII.jp\",\"url\":\"https://ascii.jp/elem/000/004/418/4418367/?rss\",\"title\":\"SORACOM Offers Free 'Knowledge MCP Server' Allowing AI to Reference Official Documents\"}]","lintFlagsJson":null,"lintHits":0,"costUsd":0,"inputTokens":3780,"outputTokens":2271,"status":"published","repairAttempts":0,"nextRepairAt":null,"factsAttemptedAt":1783658618,"createdAt":"2026-07-10T04:37:24.000Z","publishedAt":"2026-07-10T04:37:28.000Z","updatedAt":"2026-07-10T04:37:24.000Z"},"cluster":{"id":"c_37ac74185f3d9d33bf09d5ca","canonicalTitle":"SORACOM、AIが公式ドキュメントを参照できる「Knowledge MCPサーバー」を無償提供","representativeArticleId":"a_0d1a087d6dd5e714715ce93a","sourceCount":1,"writtenSourceCount":1,"writeAttempts":0,"isSolo":true,"entitiesJson":"{\"anime_titles\":[],\"manga_titles\":[],\"work_titles\":[],\"studios\":[],\"people\":[],\"type\":\"announcement\",\"domain\":\"other\",\"is_roundup\":false}","contentType":"news","status":"published","firstSeenAt":"2026-07-10T03:45:00.000Z","lastSeenAt":"2026-07-10T03:45:00.000Z","updatedAt":"2026-07-10T04:37:29.000Z"},"attribution":[{"source":"ASCII.jp","url":"https://ascii.jp/elem/000/004/418/4418367/?rss","title":"SORACOM、AIが公式ドキュメントを参照できる「Knowledge MCPサーバー」を無償提供"}],"entities":{"anime_titles":[],"manga_titles":[],"work_titles":[],"studios":[],"people":[],"type":"announcement","domain":"other","is_roundup":false},"keyFacts":null}