{"id":794,"date":"2026-05-27T10:55:40","date_gmt":"2026-05-27T02:55:40","guid":{"rendered":"https:\/\/blog.zwdblog.online\/?p=794"},"modified":"2026-05-27T10:55:40","modified_gmt":"2026-05-27T02:55:40","slug":"understand-anything%ef%bc%9a36k-star-%e7%9a%84%e4%bb%a3%e7%a0%81%e7%9f%a5%e8%af%86%e5%9b%be%e8%b0%b1%e6%98%af%e6%80%8e%e4%b9%88%e7%82%bc%e6%88%90%e7%9a%84","status":"publish","type":"post","link":"https:\/\/blog.zwdblog.online\/index.php\/2026\/05\/27\/understand-anything%ef%bc%9a36k-star-%e7%9a%84%e4%bb%a3%e7%a0%81%e7%9f%a5%e8%af%86%e5%9b%be%e8%b0%b1%e6%98%af%e6%80%8e%e4%b9%88%e7%82%bc%e6%88%90%e7%9a%84\/","title":{"rendered":"Understand-Anything\uff1a36k Star \u7684\u4ee3\u7801\u77e5\u8bc6\u56fe\u8c31\u662f\u600e\u4e48\u70bc\u6210\u7684"},"content":{"rendered":"

GitHub \u4e0a\u53c8\u70b8\u4e86\u4e00\u4e2a\u2014\u2014Understand-Anything<\/strong>\uff0c36000+ Star\uff0c\u4e00\u5929\u6da8\u4e86 4700\u3002\u8fd9\u4e1c\u897f\u505a\u7684\u4e8b\u60c5\u4e00\u53e5\u8bdd\u8bf4\u6e05\u695a\uff1a\u628a\u4f60\u5199\u7684\u4efb\u4f55\u4ee3\u7801\uff0c\u53d8\u6210\u4e00\u5f20\u53ef\u4ee5\u4ea4\u4e92\u3001\u641c\u7d22\u3001\u63d0\u95ee\u7684\u77e5\u8bc6\u56fe\u8c31<\/strong>\u3002<\/p>\n

\u800c\u4e14\u5b83\u80fd\u63a5\u5165 Claude Code\u3001Codex\u3001Cursor\u3001Copilot\u3001Gemini CLI \u8fd9\u4e9b\u4e3b\u6d41 AI \u7f16\u7a0b\u5de5\u5177\u2014\u2014\u7b49\u4e8e\u8bf4\u4f60\u8fb9\u5199\u4ee3\u7801\uff0c\u5b83\u8fb9\u5e2e\u4f60\u5efa\u77e5\u8bc6\u56fe\u8c31\u3002<\/p>\n

\u4e3a\u4ec0\u4e48\u4ee3\u7801\u9700\u8981”\u77e5\u8bc6\u56fe\u8c31”\uff1f<\/h2>\n

\u4f60\u6709\u6ca1\u6709\u8fd9\u79cd\u4f53\u9a8c\uff1a\u63a5\u624b\u4e00\u4e2a\u8001\u9879\u76ee\uff0c\u4ee3\u7801\u91cf\u51e0\u5341\u4e07\u884c\uff0c\u51fd\u6570\u8c03\u7528\u94fe\u4e09\u56db\u5c42\u6df1\uff0c\u6539\u4e00\u4e2a bug \u7275\u4e00\u53d1\u52a8\u5168\u8eab\u3002\u9760\u4eba\u8089\u8bfb\u4ee3\u7801\u53bb\u7406\u89e3\uff0c\u6548\u7387\u6781\u4f4e\u3002<\/p>\n

\u4ee5\u524d\u7684\u505a\u6cd5\u662f\u753b\u67b6\u6784\u56fe\u3001\u5199\u6587\u6863\u3002\u4f46\u95ee\u9898\u662f\uff1a\u4ee3\u7801\u5728\u53d8\uff0c\u6587\u6863\u4e0d\u8ddf\u7740\u53d8<\/strong>\u3002\u753b\u4e86\u4e5f\u662f\u767d\u753b\u3002<\/p>\n

Understand-Anything \u7684\u601d\u8def\u5b8c\u5168\u4e0d\u540c\uff1a\u5b83\u4e0d\u662f\u8ba9\u4f60”\u753b”\u56fe\u8c31\uff0c\u800c\u662f\u4ece\u4ee3\u7801\u91cc\u81ea\u52a8”\u63d0\u53d6”\u56fe\u8c31<\/strong>\u3002\u4ee3\u7801\u6539\u4e86\uff0c\u56fe\u8c31\u81ea\u52a8\u66f4\u65b0\u3002<\/p>\n

\u6280\u672f\u539f\u7406\u62c6\u89e3<\/h2>\n

\u8fd9\u73a9\u610f\u7684\u6838\u5fc3\u6d41\u7a0b\u5206\u4e09\u6b65\uff1a<\/p>\n

1. \u4ee3\u7801\u89e3\u6790\uff08Parse\uff09<\/h3>\n

\u7528 Tree-sitter \u505a AST\uff08\u62bd\u8c61\u8bed\u6cd5\u6811\uff09\u89e3\u6790\uff0c\u652f\u6301 Python\u3001TypeScript\u3001Go\u3001Rust \u7b49\u4e3b\u6d41\u8bed\u8a00\u3002\u89e3\u6790\u540e\u63d0\u53d6\u51fa\uff1a\u51fd\u6570\u5b9a\u4e49\u3001\u7c7b\u5b9a\u4e49\u3001\u5bfc\u5165\u5173\u7cfb\u3001\u8c03\u7528\u94fe\u3001\u53d8\u91cf\u5f15\u7528\u3002<\/p>\n

\u8fd9\u4e00\u6b65\u4e0d\u96be\uff0cTree-sitter \u672c\u8eab\u5c31\u5f88\u6210\u719f\u3002<\/p>\n

2. \u5173\u7cfb\u6784\u5efa\uff08Build\uff09<\/h3>\n

\u8fd9\u662f\u6838\u5fc3\u3002\u5149\u6709 AST \u4e0d\u591f\uff0c\u8fd8\u9700\u8981\u7406\u89e3\u8bed\u4e49\u5c42\u9762\u7684\u5173\u7cfb<\/strong>\u3002\u6bd4\u5982\uff1a<\/p>\n

    \n
  • \u51fd\u6570 A \u8c03\u7528\u4e86\u51fd\u6570 B\uff0c\u51fd\u6570 B \u8c03\u7528\u4e86\u51fd\u6570 C\u2014\u2014\u8fd9\u662f\u4e00\u6761\u8c03\u7528\u94fe<\/li>\n
  • \u7c7b D \u7ee7\u627f\u4e86\u7c7b E\uff0c\u5b9e\u73b0\u4e86\u63a5\u53e3 F\u2014\u2014\u8fd9\u662f\u7ee7\u627f\u5173\u7cfb<\/li>\n
  • \u6a21\u5757 G \u548c\u6a21\u5757 H \u90fd\u4f9d\u8d56\u4e86\u5e93 I\u2014\u2014\u8fd9\u662f\u4f9d\u8d56\u5173\u7cfb<\/li>\n<\/ul>\n

    \u5b83\u7528 LLM \u6765\u505a\u8bed\u4e49\u5206\u6790\uff1a\u628a\u4ee3\u7801\u7247\u6bb5\u5582\u7ed9 AI\uff0c\u8ba9\u5b83\u63d0\u53d6\u51fa”\u8fd9\u6bb5\u4ee3\u7801\u662f\u5e72\u561b\u7684”\u3001”\u8ddf\u5176\u4ed6\u4ee3\u7801\u4ec0\u4e48\u5173\u7cfb”\u3002\u6bd4\u7eaf AST \u5206\u6790\u51c6\u786e\u5f97\u591a\u3002<\/p>\n

    3. \u56fe\u8c31\u6e32\u67d3\uff08Render\uff09<\/h3>\n

    \u6700\u7ec8\u751f\u6210\u7684\u662f\u4e00\u4e2a\u4ea4\u4e92\u5f0f\u56fe\u8c31\u2014\u2014\u8282\u70b9\u662f\u51fd\u6570\/\u7c7b\/\u6a21\u5757\uff0c\u8fb9\u662f\u8c03\u7528\/\u7ee7\u627f\/\u4f9d\u8d56\u5173\u7cfb\u3002\u4f60\u53ef\u4ee5\uff1a<\/p>\n

      \n
    • \u641c\u7d22<\/strong>\uff1a\u8f93\u5165”\u7528\u6237\u8ba4\u8bc1”\uff0c\u627e\u5230\u6240\u6709\u8ddf\u8ba4\u8bc1\u76f8\u5173\u7684\u4ee3\u7801<\/li>\n
    • \u5bfc\u822a<\/strong>\uff1a\u70b9\u51fb\u4e00\u4e2a\u51fd\u6570\uff0c\u770b\u5b83\u8c03\u7528\u4e86\u54ea\u4e9b\u4e0b\u6e38\u51fd\u6570<\/li>\n
    • \u63d0\u95ee<\/strong>\uff1a\u76f4\u63a5\u95ee\u56fe\u8c31”\u8fd9\u4e2a\u6a21\u5757\u662f\u5e72\u561b\u7684”\uff0c\u5b83\u57fa\u4e8e\u56fe\u8c31\u7ed3\u6784\u56de\u7b54<\/li>\n<\/ul>\n

      \u8ddf Copilot \u6709\u4ec0\u4e48\u533a\u522b\uff1f<\/h2>\n

      Copilot \u662f”\u5e2e\u4f60\u5199\u4ee3\u7801”\uff0cUnderstand-Anything \u662f”\u5e2e\u4f60\u7406\u89e3\u4ee3\u7801”\u3002\u4e24\u8005\u4e92\u8865\u3002<\/p>\n

      \u5b9e\u9645\u4f7f\u7528\u573a\u666f\uff1a\u4f60\u7528 Copilot \u5199\u4e86\u4e2a\u65b0\u529f\u80fd\uff0cUnderstand-Anything \u81ea\u52a8\u628a\u8fd9\u4e2a\u529f\u80fd\u7684\u8c03\u7528\u5173\u7cfb\u3001\u4f9d\u8d56\u5f71\u54cd\u5206\u6790\u51fa\u6765\uff0c\u544a\u8bc9\u4f60”\u6539\u8fd9\u4e2a\u51fd\u6570\u4f1a\u5f71\u54cd\u54ea\u4e9b\u4e0b\u6e38\u6a21\u5757”\u3002<\/p>\n

      \u8fd9\u5728\u5927\u578b\u9879\u76ee\u91cc\u4ef7\u503c\u5de8\u5927\u2014\u2014\u6539\u4ee3\u7801\u6700\u5927\u7684\u98ce\u9669\u4e0d\u662f\u5199\u4e0d\u51fa\u6765\uff0c\u800c\u662f\u6539\u4e86 A \u574f\u4e86 B<\/strong>\u3002<\/p>\n

      \u5b9e\u6d4b\u4f53\u9a8c<\/h2>\n

      \u6211\u5728\u4e00\u4e2a\u4e2d\u578b Node.js \u9879\u76ee\u4e0a\u8bd5\u4e86\u4e00\u4e0b\uff08\u5927\u6982 5 \u4e07\u884c\u4ee3\u7801\uff09\uff0c\u51e0\u4e2a\u611f\u53d7\uff1a<\/p>\n

      \u4f18\u70b9<\/strong>\uff1a<\/p>\n

        \n
      • \u751f\u6210\u901f\u5ea6\u53ef\u4ee5\u63a5\u53d7\uff0c5 \u4e07\u884c\u4ee3\u7801\u5927\u6982 2 \u5206\u949f<\/li>\n
      • \u641c\u7d22\u6bd4 grep \u597d\u7528\u592a\u591a\u4e86\u2014\u2014\u641c”\u7f13\u5b58”\u80fd\u627e\u5230\u6240\u6709\u7f13\u5b58\u76f8\u5173\u7684\u4ee3\u7801\uff0c\u4e0d\u7ba1\u53d8\u91cf\u540d\u53eb cache \u8fd8\u662f redis \u8fd8\u662f memory<\/li>\n
      • \u8ddf Claude Code \u96c6\u6210\u540e\uff0c\u53ef\u4ee5\u76f4\u63a5\u95ee\u5b83”\u8fd9\u4e2a\u51fd\u6570\u7684\u4f5c\u7528”\uff0c\u5b83\u4f1a\u7ed3\u5408\u56fe\u8c31\u7ed3\u6784\u7ed9\u51fa\u7cbe\u51c6\u56de\u7b54<\/li>\n<\/ul>\n

        \u69fd\u70b9<\/strong>\uff1a<\/p>\n

          \n
        • \u5bf9\u52a8\u6001\u8bed\u8a00\uff08Python\uff09\u7684\u5206\u6790\u7cbe\u5ea6\u4e0d\u5982\u9759\u6001\u8bed\u8a00\uff08TypeScript\uff09\uff0c\u56e0\u4e3a Python \u7684\u7c7b\u578b\u4fe1\u606f\u5728\u8fd0\u884c\u65f6\u624d\u6709<\/li>\n
        • \u56fe\u8c31\u8282\u70b9\u592a\u591a\u65f6\u4f1a\u6709\u70b9\u5361\uff0c\u9700\u8981\u624b\u52a8\u8bbe\u7f6e”\u53ea\u663e\u793a N \u5c42\u8c03\u7528\u94fe”<\/li>\n
        • \u9996\u6b21\u89e3\u6790\u5927\u9879\u76ee\u6bd4\u8f83\u6162\uff0c\u4e0d\u8fc7\u589e\u91cf\u66f4\u65b0\u5f88\u5feb<\/li>\n<\/ul>\n

          \u5bf9\u56e2\u961f\u534f\u4f5c\u7684\u610f\u4e49<\/h2>\n

          \u65b0\u4eba\u5165\u804c\u6700\u75db\u82e6\u7684\u662f\u4ec0\u4e48\uff1f\u770b\u6587\u6863\u770b\u4e0d\u61c2\uff0c\u95ee\u4eba\u4e0d\u597d\u610f\u601d\u4e00\u76f4\u95ee\uff0c\u81ea\u5df1\u8bfb\u4ee3\u7801\u53c8\u592a\u6162\u3002<\/p>\n

          \u5982\u679c\u56e2\u961f\u7528 Understand-Anything\uff0c\u65b0\u4eba\u76f4\u63a5\u5bf9\u7740\u77e5\u8bc6\u56fe\u8c31\u95ee\uff1a”\u7528\u6237\u4e0b\u5355\u7684\u5b8c\u6574\u6d41\u7a0b\u662f\u4ec0\u4e48\uff1f” \u56fe\u8c31\u4f1a\u4ece\u5165\u53e3\u51fd\u6570\u5f00\u59cb\uff0c\u6cbf\u7740\u8c03\u7528\u94fe\u4e00\u8def\u5c55\u793a\uff0c\u544a\u8bc9\u4f60\u6bcf\u4e00\u6b65\u5728\u5e72\u561b\u3002<\/p>\n

          \u8fd9\u6bd4\u4efb\u4f55\u6587\u6863\u90fd\u9760\u8c31\u2014\u2014\u56e0\u4e3a\u5b83\u662f\u4ece\u4ee3\u7801\u91cc\u5b9e\u65f6\u751f\u6210\u7684<\/strong>\uff0c\u4e0d\u5b58\u5728”\u6587\u6863\u8fc7\u671f”\u7684\u95ee\u9898\u3002<\/p>\n

          \u503c\u5f97\u8ddf\u8fdb\u7684\u65b9\u5411<\/h2>\n

          Understand-Anything \u76ee\u524d\u8fd8\u662f\u504f”\u5f00\u53d1\u8005\u5de5\u5177”\uff0c\u4f46\u5b83\u7684\u601d\u8def\u53ef\u4ee5\u5ef6\u4f38\uff1a<\/p>\n

            \n
          • \u4ee3\u7801\u5ba1\u67e5<\/strong>\uff1a\u63d0\u4ea4 PR \u65f6\u81ea\u52a8\u751f\u6210\u53d8\u66f4\u5f71\u54cd\u5206\u6790<\/li>\n
          • Bug \u8ffd\u8e2a<\/strong>\uff1a\u4ece\u9519\u8bef\u65e5\u5fd7\u53cd\u5411\u8ffd\u8e2a\u5230\u95ee\u9898\u4ee3\u7801<\/li>\n
          • \u67b6\u6784\u6cbb\u7406<\/strong>\uff1a\u5b9a\u671f\u626b\u63cf\u4ee3\u7801\u5e93\uff0c\u53d1\u73b0\u4e0d\u5408\u7406\u7684\u5faa\u73af\u4f9d\u8d56<\/li>\n<\/ul>\n

            36000 Star \u4e0d\u662f\u767d\u6765\u7684\u3002\u5982\u679c\u4f60\u65e5\u5e38\u8ddf\u4ee3\u7801\u6253\u4ea4\u9053\uff0c\u5f3a\u70c8\u5efa\u8bae\u82b1\u534a\u5c0f\u65f6\u8bd5\u8bd5\u3002GitHub \u641c “Understand-Anything”\uff0c\u6309 README \u8d70\u5c31\u884c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

            GitHub \u4e0a\u53c8\u70b8\u4e86\u4e00\u4e2a\u2014\u2014Understand-Anyt […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[27],"tags":[22,39,54,56,55],"class_list":["post-794","post","type-post","status-publish","format-standard","hentry","category-tech-news","tag-claude-code","tag-codex","tag-understand-anything","tag-56","tag-55"],"_links":{"self":[{"href":"https:\/\/blog.zwdblog.online\/index.php\/wp-json\/wp\/v2\/posts\/794","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.zwdblog.online\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.zwdblog.online\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.zwdblog.online\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.zwdblog.online\/index.php\/wp-json\/wp\/v2\/comments?post=794"}],"version-history":[{"count":0,"href":"https:\/\/blog.zwdblog.online\/index.php\/wp-json\/wp\/v2\/posts\/794\/revisions"}],"wp:attachment":[{"href":"https:\/\/blog.zwdblog.online\/index.php\/wp-json\/wp\/v2\/media?parent=794"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.zwdblog.online\/index.php\/wp-json\/wp\/v2\/categories?post=794"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.zwdblog.online\/index.php\/wp-json\/wp\/v2\/tags?post=794"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}