[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"article-247k-github-stars-openclaw-local-ai-assistant-zh":3,"article-related-247k-github-stars-openclaw-local-ai-assistant-zh":31,"series-tools-04331bf8-5731-406b-9242-778d5ce5d1e9":78},{"id":4,"slug":5,"title":6,"content":7,"summary":8,"source":9,"source_url":10,"author":11,"image_url":12,"cover_image":12,"category":13,"language":14,"translated_content":11,"related_article_id":15,"keywords":16,"key_takeaways":23,"views":27,"created_at":28,"published_at":29,"topic_cluster_id":30},"04331bf8-5731-406b-9242-778d5ce5d1e9","247k-github-stars-openclaw-local-ai-assistant-zh","24.7 萬星：OpenClaw 本地 AI 助手","\u003Cp data-speakable=\"summary\">\u003Ca href=\"\u002Ftag\u002Fopenclaw\">OpenClaw\u003C\u002Fa> 是一款本地優先的 AI 助手，能在使用者電腦上運作，並透過常用聊天 App 回覆訊息。\u003C\u002Fp>\u003Cp>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fpsteinberger\u002Fopenclaw\" target=\"_blank\" rel=\"noopener\">OpenClaw\u003C\u002Fa> 在 \u003Ca href=\"\u002Fnews\u002Fbest-prompt-evaluation-tools-2026-compared-zh\">2026\u003C\u002Fa> 年 3 月累積 24.7 萬個 \u003Ca href=\"\u002Ftag\u002Fgithub\">GitHub\u003C\u002Fa> stars、4.77 萬次 forks。這個由 Peter Steinberger 在 2025 年 11 月推出的開源專案，現在成了可接入多個聊天渠道的本地閘道，訊息可從 \u003Ca href=\"https:\u002F\u002Ftelegram.org\" target=\"_blank\" rel=\"noopener\">Telegram\u003C\u002Fa>、\u003Ca href=\"https:\u002F\u002Fsignal.org\" target=\"_blank\" rel=\"noopener\">Signal\u003C\u002Fa>、\u003Ca href=\"https:\u002F\u002Fwww.whatsapp.com\" target=\"_blank\" rel=\"noopener\">WhatsApp\u003C\u002Fa> 等入口進來，模型與工具則留在使用者手上。\u003C\u002Fp>\u003Ctable>\u003Cthead>\u003Ctr>\u003Cth>項目\u003C\u002Fth>\u003Cth>數值\u003C\u002Fth>\u003C\u002Ftr>\u003C\u002Fthead>\u003Ctbody>\u003Ctr>\u003Ctd>GitHub stars\u003C\u002Ftd>\u003Ctd>247,000\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>GitHub forks\u003C\u002Ftd>\u003Ctd>47,700\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>Launch month\u003C\u002Ftd>\u003Ctd>November 2025\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>Guide date\u003C\u002Ftd>\u003Ctd>June 24, 2026\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>ClawHub skills\u003C\u002Ftd>\u003Ctd>2,857+\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>Security incident\u003C\u002Ftd>\u003Ctd>341 malicious skills\u003C\u002Ftd>\u003C\u002Ftr>\u003C\u002Ftbody>\u003C\u002Ftable>\u003Ch2>發生了什麼\u003C\u002Fh2>\u003Cp>OpenClaw 把三件事串成一條流程：本地閘道、聊天渠道、可安裝技能包 claws。閘道以 Node.js 程序在使用者電腦上執行，負責分流訊息、管理 session 與記憶，然後把回覆送回原本的聊天 App。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782560865444-epky.png\" alt=\"24.7 萬星：OpenClaw 本地 AI 助手\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>它也不綁單一模型。使用者可接 \u003Ca href=\"https:\u002F\u002Fwww.anthropic.com\" target=\"_blank\" rel=\"noopener\">Claude\u003C\u002Fa>、\u003Ca href=\"https:\u002F\u002Fopenai.com\" target=\"_blank\" rel=\"noopener\">GPT\u003C\u002Fa>、\u003Ca href=\"https:\u002F\u002Fwww.deepseek.com\" target=\"_blank\" rel=\"noopener\">DeepSeek\u003C\u002Fa>、\u003Ca href=\"https:\u002F\u002Fdeepmind.google\u002Ftechnologies\u002Fgemini\u002F\" target=\"_blank\" rel=\"noopener\">Gemini\u003C\u002Fa>、Ollama 或其他相容 \u003Ca href=\"\u002Ftag\u002Fopenai\">OpenAI\u003C\u002Fa> \u003Ca href=\"\u002Ftag\u002Fapi\">API\u003C\u002Fa> 的端點，再按 \u003Ca href=\"\u002Ftag\u002Fagent\">agent\u003C\u002Fa> 或 workspace 切換。OpenClaw 負責路由與工具執行，模型只處理推理。\u003C\u002Fp>\u003Cul>\u003Cli>支援 Telegram、Signal、WhatsApp、Discord、Slack、iMessage 與 20+ 其他渠道。\u003C\u002Fli>\u003Cli>Claws 是以 markdown 與 YAML frontmatter 組成的技能包。\u003C\u002Fli>\u003Cli>核心工具包含 read、write、exec、web_search、web_fetch、browser、memory。\u003C\u002Fli>\u003Cli>ClawHub 是官方技能庫，CLI 內建安裝與搜尋指令。\u003C\u002Fli>\u003C\u002Ful>\u003Cp>安裝流程也很直接：裝 CLI、跑 onboarding、選模型供應商、接上渠道，再按需加入 claws。文件指出，Telegram 最快上手，Signal 和 WhatsApp 則要額外設定 transport。\u003C\u002Fp>\u003Ch2>為什麼重要\u003C\u002Fh2>\u003Cp>OpenClaw 直接對準兩個常見痛點：使用者不想再多開一個 AI App，也不想\u003Ca href=\"\u002Fnews\u002Fopenclaw-persistent-ai-assistant-chat-apps-zh\">把聊天\u003C\u002Fa>紀錄送到供應商伺服器。把助手留在本機、又能在原本的聊天工具裡對話，能降低日常使用門檻。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782560858817-45la.png\" alt=\"24.7 萬星：OpenClaw 本地 AI 助手\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>對開發者來說，重點是可控性。技能可限定在 workspace 或全域安裝，每個技能先聲明能用哪些工具，記憶層也寫進 SQLite，而不是託管資料庫。對會碰檔案、shell 或 API 的工作流，這種架構比多數雲端 agent stack 更容易審核。\u003C\u002Fp>\u003Cp>安全性也已成為產品的一部分。研究人員發現 ClawHavoc 後，ClawHub 已移除可疑技能並加入 VirusTotal 掃描；但安裝社群 claws 時，仍得先確認\u003Ca href=\"\u002Fnews\u002Fspcx30b-press-release-theater-ai-crypto-product-zh\">發布\u003C\u002Fa>者身分與工具權限，尤其是 write 權限。\u003C\u002Fp>\u003Cp>OpenClaw 的高星數反映出一個訊號：本地優先的 agent 正從小眾玩法走向開發者日常工具；接下來要看的，是社群技能生態能否在擴張中維持信任。\u003C\u002Fp>","OpenClaw 在 GitHub 累積 24.7 萬星，主打本地執行、跨聊天 App 回覆，並以技能包與模型無關架構吸引開發者。","www.explainx.ai","https:\u002F\u002Fwww.explainx.ai\u002Fblog\u002Fwhat-is-openclaw-personal-ai-assistant-guide-2026",null,"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782560865444-epky.png","tools","zh","3622b611-53b4-47a6-bc79-ea9c33988e6c",[17,18,19,20,21,22],"OpenClaw","本地 AI 助手","GitHub stars","聊天機器人","開源工具","agent",[24,25,26],"OpenClaw 以本地閘道串接多個聊天 App，模型與工具留在使用者端。","它的賣點是模型無關、技能可安裝、記憶本地化，適合需要可控性的開發流程。","社群技能擴張也帶來風險，安裝 claws 前要先看發布者與權限。",0,"2026-06-27T11:47:16.704839+00:00","2026-06-27T11:47:16.689+00:00","c3c88dd2-a940-438a-b359-0e5a24562273",{"tags":32,"relatedLang":37,"relatedPosts":41},[33,35],{"name":17,"slug":34},"openclaw",{"name":19,"slug":36},"github-stars",{"id":15,"slug":38,"title":39,"language":40},"247k-github-stars-openclaw-local-ai-assistant-en","247k GitHub Stars: OpenClaw Local AI Assistant","en",[42,48,54,60,66,72],{"id":43,"slug":44,"title":45,"cover_image":46,"image_url":46,"created_at":47,"category":13},"12f76440-abb5-4e5f-9b98-d12c7468652d","midjourney-v81-faster-renders-pricing-video-zh","Midjourney V8.1 4-5倍加速上線","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782573468737-8pyt.png","2026-06-27T15:17:23.186362+00:00",{"id":49,"slug":50,"title":51,"cover_image":52,"image_url":52,"created_at":53,"category":13},"91637501-ee43-4951-b43c-ce2ba3299d3a","mlops-roadmap-2026-turns-learning-into-delivery-zh","MLOps 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