{"id":1878,"date":"2026-08-18T20:14:09","date_gmt":"2026-08-18T12:14:09","guid":{"rendered":"https:\/\/tongchun.website\/index.php\/kimiagent-12-toolchain\/"},"modified":"2026-08-18T20:26:31","modified_gmt":"2026-08-18T12:26:31","slug":"kimiagent-12-toolchain","status":"publish","type":"page","link":"https:\/\/tongchun.website\/index.php\/kimiagent-12-toolchain\/","title":{"rendered":"12-toolchain\uff1a\u6c99\u7bb1\u9884\u88c5\u5de5\u5177\u94fe\u76d8\u70b9"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u2190 \u8fd4\u56de\u4e3b\u62a5\u544a\uff1a<a href=\"https:\/\/tongchun.website\/index.php\/2026\/kimi-agent%ef%bc%88%e4%ba%91%e7%ab%af%e6%b2%99%e7%ae%b1%ef%bc%89%e6%8a%80%e6%9c%af%e6%8a%a5%e5%91%8a\/\">Kimi Agent\uff08\u4e91\u7aef\u6c99\u7bb1\uff09\u6280\u672f\u62a5\u544a<\/a> \uff5c <a href=\"https:\/\/github.com\/SHAWNTRIBBIANI\/kimiagent-analysis\/blob\/main\/sections\/12-toolchain.md\">GitHub \u539f\u6587<\/a><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p><strong>\u5408\u89c4\u4e0e\u98ce\u9669\u58f0\u660e<\/strong>\uff1a\u672c\u62a5\u544a\u4e3a\u5b89\u5168\u7814\u7a76\u4e0e\u4e92\u64cd\u4f5c\u5b66\u4e60\u76ee\u7684\u7684\u9006\u5411\u5206\u6790\uff0c\u5168\u7a0b\u53ea\u8bfb\u91c7\u96c6\uff0c\u672a\u5bf9\u76ee\u6807\u7cfb\u7edf\u505a\u4efb\u4f55\u4fee\u6539\uff1b\u6587\u4e2d\u6240\u6709\u5bc6\u94a5\u3001token\u3001\u8d26\u53f7\u7ea7\u6807\u8bc6\uff08chat_id \/ project_id \/ tenant_id \u7b49\uff09\u5747\u5df2\u8131\u654f\uff1b\u6c99\u7bb1\u5185\u53d1\u73b0\u7684\u9ed8\u8ba4\u5f31\u53e3\u4ee4\uff08VNC\/SSH\uff09\u5c5e\u5e73\u53f0\u4fa7\u914d\u7f6e\uff0c\u4ec5\u4f5c\u5b89\u5168\u53d1\u73b0\u62ab\u9732\uff0c\u8bf7\u52ff\u7528\u4e8e\u8bbf\u95ee\u4efb\u4f55\u4e0d\u5c5e\u4e8e\u81ea\u5df1\u7684\u7cfb\u7edf\u3002docx\/pdf\/xlsx\/kimi-slides \u7b49\u5f15\u64ce\u4e8c\u8fdb\u5236\u4e3a Moonshot \u4e13\u6709\u8bb8\u53ef\uff08\u7981\u518d\u5206\u53d1\/\u9006\u5411\uff09\uff0c\u672c\u6587\u4ec5\u4f5c\u884c\u4e3a\u7ea7\u63cf\u8ff0\u3002\u62a5\u544a\u57fa\u4e8e\u5355\u6b21\u5206\u6790\u7a97\u53e3\uff08\u7ea6 50 \u5206\u949f\u751f\u547d\u5468\u671f\uff09\uff0c\u8f6f\u4ef6\u7248\u672c\u4e0e\u6280\u80fd\u5e93\u5b58\u968f\u955c\u50cf\u66f4\u65b0\u53ef\u80fd\u53d8\u5316\u3002<\/p><\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>\u91c7\u96c6\u65f6\u95f4\uff1a2026-08-18\u3002\u91c7\u96c6\u65b9\u5f0f\uff1aSSH\uff08kimi \u7528\u6237\uff0c\u53ea\u8bfb\uff09\u3002 \u73af\u5883\u57fa\u7ebf\uff1aDebian 12 (bookworm)\uff0c\u5185\u6838 6.6.69-cube.pvm.guest\uff08x86_64\uff09\uff0c3 \u6838 CPU \/ 3.9 GiB \u5185\u5b58\uff0c\u65e0 GPU\uff08<code>nvidia-smi<\/code> \u4e0d\u5b58\u5728\uff09\u3002<\/p><\/blockquote>\n\n\n\n<h2 id=\"1-python-%25e5%25b7%25a5%25e5%2585%25b7%25e9%2593%25be\" class=\"wp-block-heading\">1. Python \u5de5\u5177\u94fe<\/h2>\n\n\n\n<ul class=\"wp-block-list\"><li>Python <strong>3.12.12<\/strong>\uff08\u7f16\u8bd1\u5b89\u88c5\u5728 <code>\/usr\/local<\/code>\uff0c\u975e apt \u5305\uff09\uff0cpip 25.0.1\u3002<\/li><li><code>pip list<\/code> \u5171\u7ea6 180 \u4e2a\u5305\uff0c<code>\/usr\/local\/lib\/python3.12<\/code> \u5360 <strong>7.9 GB<\/strong>\u3002\u6309\u80fd\u529b\u5206\u7c7b\u6458\u5f55\uff1a<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u80fd\u529b\u57df<\/th><th>\u5df2\u88c5\u5305\uff08\u7248\u672c\u7565\uff09<\/th><\/tr><\/thead><tbody><tr><td>PDF \u5168\u5bb6\u6876<\/td><td>pymupdf, pikepdf, pypdf, PyPDF2, pdfplumber, pdfminer.six, pdf2image, pypdfium2, reportlab, fpdf, PyLaTeX, tabula<\/td><\/tr><tr><td>Office \u6587\u6863<\/td><td>python-docx, python-pptx, openpyxl, xlsxwriter, xlrd<\/td><\/tr><tr><td>\u6587\u6863\u8f6c Markdown<\/td><td>markitdown 0.1.7\uff08\u5fae\u8f6f\uff09\uff0cmarkdownify, striprtf<\/td><\/tr><tr><td>\u56fe\u50cf \/ OCR<\/td><td>pillow, opencv-python-headless, scikit-image, imageio, tifffile, easyocr, pytesseract, onnxruntime<\/td><\/tr><tr><td>\u79d1\u5b66\u8ba1\u7b97 \/ \u7ed8\u56fe<\/td><td>numpy, pandas, scipy, scikit-learn, statsmodels, lightgbm, matplotlib, seaborn, plotly, networkx, sympy, simpy, patsy<\/td><\/tr><tr><td>\u5730\u7406<\/td><td>geopandas, shapely, pyproj, pyogrio<\/td><\/tr><tr><td>\u91d1\u878d<\/td><td>yfinance, backtrader<\/td><\/tr><tr><td>\u6df1\u5ea6\u5b66\u4e60<\/td><td>torch 2.8.0 + torchvision + <strong>\u5168\u5957 nvidia-cu12 CUDA \u5e93<\/strong>\uff08cuBLAS\/cuDNN\/NCCL \u7b49\uff0c\u5171\u5341\u4f59\u4e2a\u5305\uff09\u2014\u2014\u4f46\u5bb9\u5668\u65e0 GPU\uff0c\u7eaf\u6d6a\u8d39\u78c1\u76d8<\/td><\/tr><tr><td>\u6d4f\u89c8\u5668 \/ GUI \u81ea\u52a8\u5316<\/td><td>playwright 1.62\uff08pip \u7248\uff09\uff0cPyAutoGUI + PyGetWindow + PyScreeze + MouseInfo + pyperclip + python3-xlib\uff08\u914d\u5408 Xvnc :99 \u505a\u684c\u9762\u64cd\u63a7\uff09<\/td><\/tr><tr><td>Web\/\u670d\u52a1<\/td><td>fastapi + uvicorn + starlette + httpx + curl_cffi + websockets + requests<\/td><\/tr><tr><td>\u5176\u4ed6<\/td><td>ipython\/ipykernel\/jupyter_client\uff08kernel-server \u7528\uff09\uff0cparamiko\uff0cpeewee\uff0ccryptography\uff0cchess\uff0cmagika\uff08Google \u6587\u4ef6\u7c7b\u578b AI \u8bc6\u522b\uff09\uff0crignore\uff08Rust \u7248 rg\uff09\uff0c<strong>agent-gw 0.2.6<\/strong><\/td><\/tr><tr><td>\u660e\u663e\u7f3a\u53e3<\/td><td>\u65e0\u4efb\u4f55\u97f3\u9891\u5904\u7406\u5e93\uff08librosa\/pydub\/whisper \u5747\u4e3a 0 \u547d\u4e2d\uff09\u2014\u2014\u97f3\u9891\/tts \u8d70 skills \u91cc\u7684 edge-tts \u7b49\u5916\u90e8\u670d\u52a1<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<ul class=\"wp-block-list\"><li><code>agent-gw<\/code>\uff1aMoonshot \u81ea\u7814\u5305\uff0c<code>pip show<\/code> \u5143\u6570\u636e\u81ea\u8ff0\u4e3a &#8220;Kimi agent-gw\uff08Kimi For Coding Backend\uff09\u7684 Python SDK \u2014\u2014 \u8986\u76d6 tools\/chat\/messages\/embeddings\/search\/fetch \u7b49\u63a5\u53e3&#8221;\uff0cLicense: Proprietary\uff0cHome-page: github.com\/MoonshotAI\u3002\u8fd9\u662f kimiagent \u8c03\u4e91\u7aef\u540e\u7aef\u7684\u5ba2\u6237\u7aef SDK\u3002<\/li><\/ul>\n\n\n\n<h2 id=\"2-node-%25e5%25b7%25a5%25e5%2585%25b7%25e9%2593%25be\" class=\"wp-block-heading\">2. Node \u5de5\u5177\u94fe<\/h2>\n\n\n\n<ul class=\"wp-block-list\"><li>Node <strong>v20.20.2<\/strong>\uff0cnpm 11.19.0\u3002\u5168\u5c40\u524d\u7f00\u662f\u7528\u6237\u76ee\u5f55 <code>\/home\/kimi\/.npm-global<\/code>\uff08\u5360 714 MB\uff09\uff0c<code>npm ls -g --depth=0<\/code>\uff1a<\/li><\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>@kimi-slides\/cli@2.2.15      \u2190 Moonshot \u7b2c\u4e00\u65b9 PPT \u5de5\u5177\u94fe\uff08\u89c1 \u00a74\uff09\n@mermaid-js\/mermaid-cli@11.16.0\ndocx@9.7.1 \/ pptxgenjs@4.0.1 \/ pdf-lib@1.17.1 \/ pdftk@0.0.0-rc.0\nmd-to-pdf@5.2.5\nreact@19.2.8 \/ react-dom@19.2.8 \/ react-icons@5.7.0\nsharp@0.35.3\nplaywright@1.56.1            \u2190 npm \u7248\uff0c\u4e0e pip \u7248\u5e76\u5b58<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5373\uff1a\u6587\u6863\u751f\u6210\uff08docx\/pptx\/pdf-lib\uff09\u3001\u56fe\u8868\uff08mermaid\uff09\u3001HTML \u4e2d\u95f4\u5c42\uff08react + sharp \u6e32\u67d3\u622a\u56fe\uff09\u3001md\u2192pdf\uff0c\u5168\u90e8\u8d70 Node\u3002<\/p>\n\n\n\n<h2 id=\"3-%25e7%25b3%25bb%25e7%25bb%259f%25e7%25ba%25a7%25e4%25ba%258c%25e8%25bf%259b%25e5%2588%25b6dpkg-which\" class=\"wp-block-heading\">3. \u7cfb\u7edf\u7ea7\u4e8c\u8fdb\u5236\uff08dpkg \/ which\uff09<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5df2\u88c5\uff08\u5747\u4e3a Debian 12 \u5b98\u65b9\u5305\uff09\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u5de5\u5177<\/th><th>\u7248\u672c<\/th><th>\u5907\u6ce8<\/th><\/tr><\/thead><tbody><tr><td>ffmpeg<\/td><td>5.1.9<\/td><td>\u97f3\u89c6\u9891\u5904\u7406<\/td><\/tr><tr><td>ImageMagick<\/td><td>6.9.11\uff08<code>convert<\/code>\uff0c\u65e0 <code>magick<\/code> \u547d\u4ee4\uff09<\/td><td>\u56fe\u50cf\u6279\u5904\u7406<\/td><\/tr><tr><td>pandoc<\/td><td>2.17.1.1<\/td><td>\u6587\u6863\u4e92\u8f6c<\/td><\/tr><tr><td>LibreOffice<\/td><td>7.4.7.2\uff08core\/writer\/impress\/calc \u56db\u4ef6\uff0c301 MB\uff09<\/td><td>headless \u529e\u516c\u8f6c\u6362\u4e3b\u529b<\/td><\/tr><tr><td>Chromium<\/td><td>151.0.7922.71\uff08338 MB\uff09<\/td><td>\u5e26 CDP :9222 \u5e38\u8dd1<\/td><\/tr><tr><td>tesseract<\/td><td>5.3.0<\/td><td><strong>\u53ea\u6709 eng + osd \u4e24\u4e2a\u8bed\u8a00\u5305\uff0c\u65e0 chi_sim<\/strong> \u2014\u2014 \u4e2d\u6587 OCR \u4f9d\u8d56 easyocr\uff08torch \u6a21\u578b\uff09<\/td><\/tr><tr><td>qpdf \/ poppler-utils \/ libpoppler<\/td><td>\u6709<\/td><td>PDF \u7ed3\u6784\u64cd\u4f5c<\/td><\/tr><tr><td>wkhtmltopdf<\/td><td>\u6709<\/td><td>HTML\u2192PDF \u5907\u9009<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">LaTeX \u7f3a\u53e3\u7531 <strong>tectonic 0.17.0<\/strong> \u8865\u9f50\uff1a<code>\/usr\/local\/bin\/tectonic<\/code>\uff0826 MB \u5355\u4e8c\u8fdb\u5236\uff0c\u5c5e kimi \u7528\u6237\u5b89\u88c5\uff09\uff0c\u7f13\u5b58 <code>~\/.cache\/tectonic<\/code> 63 MB\u2014\u2014\u6309\u9700\u4e0b\u8f7d\u5b8f\u5305\uff0c\u514d\u53bb 2-3 GB \u7684 texlive\u3002pdf skill \u7684 LaTeX \u8def\u7531\u5373\u7528\u5b83\u3002<\/p>\n\n\n\n<h2 id=\"4-appppt-%25e8%2580%2583%25e8%25af%2581%25e4%25bb%25bb%25e5%258a%25a1%25e9%25a2%2584%25e8%25ae%25be%25e5%258b%2598%25e8%25af%25af\" class=\"wp-block-heading\">4. <code>\/app\/.ppt<\/code> \u8003\u8bc1\uff08\u4efb\u52a1\u9884\u8bbe\u52d8\u8bef\uff09<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><code>\/app\/.ppt<\/code> \u4e0d\u5b58\u5728<\/strong>\uff08<code>file<\/code> \u62a5 No such file or directory\uff0c<code>find \/ -maxdepth 3 -name '<em>.ppt<\/em>'<\/code> \u4e5f\u65e0\u7ed3\u679c\uff09\u3002PPT \u80fd\u529b\u7684\u771f\u5b9e\u8f7d\u4f53\u662f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>skill\uff1a<code>\/app\/.agents\/skills\/kimi-slides\/<\/code>\uff08SKILL.md + reference\/pptd.md + reference\/cli.md\uff09\u3002\u5b83\u5b9a\u4e49\u4e86 <strong>.pptd<\/strong> \u2014\u2014 \u4e00\u79cd YAML \u683c\u5f0f\u7684 OOXML \u62bd\u8c61 DSL\uff0c&#8221;\u6bcf\u9875\u81ea\u5305\u542b\u3001\u6240\u89c1\u5373\u6240\u5f97&#8221;\uff0cSKILL.md \u5f3a\u5236\u89c4\u5b9a&#8221;\u4efb\u4f55 PPTX \u751f\u6210\/\u7f16\u8f91\u4efb\u52a1\u5fc5\u987b\u7528\u6b64 skill&#8221;\u3002<\/li><li>\u914d\u5957 CLI\uff1a<code>kimi-slides<\/code>\uff08npm \u5305 <code>@kimi-slides\/cli@2.2.15<\/code>\uff0c\u8f6f\u94fe\u8fdb <code>\/usr\/local\/bin<\/code>\uff09\uff0c\u5b50\u547d\u4ee4 <code>convert<\/code>\uff08pptx\u2192pptd\uff09\u3001<code>check<\/code>\uff08\u6821\u9a8c pptd\uff09\u3001<code>screenshot<\/code>\uff08pptd\/pptx \u6e32\u67d3 PNG\uff09\u3002<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u7406 <code>\/app\/pdf-viewer\/<\/code> \u4e0d\u662f\u67e5\u770b\u5668\u670d\u52a1\uff0c\u800c\u662f\u4e00\u4e2a <strong>Chromium PDF viewer \u6269\u5c55<\/strong>\uff08contentscript.js \/ background.js \/ extension-router.js\uff09\u3002<\/p>\n\n\n\n<h2 id=\"5-%25e5%25ad%2597%25e4%25bd%2593\" class=\"wp-block-heading\">5. \u5b57\u4f53<\/h2>\n\n\n\n<ul class=\"wp-block-list\"><li><code>fc-list | wc -l<\/code> = <strong>1996<\/strong>\uff0c\u5176\u4e2d CJK \u76f8\u5173 177 \u6761\u3002<\/li><li>Noto CJK \u5168\u5bb6\u6876\u9f50\u5168\uff1aSans\/Serif\/Mono \u00d7 SC\/TC\/HK\/JP\/KR \u5171 15 \u4e2a\u5bb6\u65cf\uff1b\u53e6\u6709 Noto \u5168\u7403\u8bed\u79cd\uff08\u963f\u62c9\u4f2f\u3001\u8001\u631d\u7b49\uff09\u3001Noto Color Emoji\u3001Liberation\/DejaVu\/Carlito\/Caladea\uff08MS \u5b57\u4f53\u5ea6\u91cf\u517c\u5bb9\u66ff\u4ee3\uff09\u3002<\/li><li>\u7ed3\u8bba\uff1a\u4e2d\u6587\u6e32\u67d3\uff08PPT\/PDF\/\u622a\u56fe\uff09\u65e0\u5b57\u4f53\u7f3a\u53e3\uff0c\u8fd9\u662f&#8221;\u51fa\u5382\u7535\u6c60&#8221;\u91cc\u5f88\u91cd\u8981\u7684\u4e00\u5757\u3002<\/li><\/ul>\n\n\n\n<h2 id=\"6-usrlocalbin-%25e8%2587%25aa%25e7%25a0%2594%25e7%25ac%25ac%25e4%25b8%2589%25e6%2596%25b9%25e4%25ba%258c%25e8%25bf%259b%25e5%2588%25b6\" class=\"wp-block-heading\">6. <code>\/usr\/local\/bin<\/code> \u81ea\u7814\/\u7b2c\u4e09\u65b9\u4e8c\u8fdb\u5236<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u9664 portal(52M)\/envd(18M)\/drive9(19.7M) \u4e09\u4e2a\u5df2\u77e5\u81ea\u7814\u5b88\u62a4\u8fdb\u7a0b\u5916\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u6587\u4ef6<\/th><th>\u6027\u8d28<\/th><\/tr><\/thead><tbody><tr><td><code>magika<\/code> (32 MB)<\/td><td>Google Magika \u6587\u4ef6\u7c7b\u578b\u8bc6\u522b\uff0cRust \u72ec\u7acb\u4e8c\u8fdb\u5236\uff08pip \u5305\u9644\u5e26\u7684 CLI \u4e5f\u88ab\u88c5\u6210\u4e8c\u8fdb\u5236\uff09<\/td><\/tr><tr><td><code>tectonic<\/code> (26 MB)<\/td><td>LaTeX \u5f15\u64ce\uff08\u89c1 \u00a73\uff09\uff0ckimi \u7528\u6237\u6240\u6709<\/td><\/tr><tr><td><code>btrun<\/code> \/ <code>bt-run.py<\/code><\/td><td>1 KB Python \u5c0f\u811a\u672c\uff08backtrader \u76f8\u5173\u5165\u53e3\uff09<\/td><\/tr><tr><td><code>dws<\/code> \u2192 <code>~\/.cli-tools\/dws-cli\/bin\/dws<\/code><\/td><td><strong>\u9489\u9489 CLI<\/strong>\uff1a<code>dws --help<\/code> \u663e\u793a\u4e00\u68f5 MCP \u670d\u52a1\u6811\uff08aisearch\/aitable\/attendance\/calendar\/chat\/contact\/doc\/drive\/hrmregister\/live \u7b49\uff09\uff0c\u5373\u628a\u9489\u9489\u5f00\u653e\u5e73\u53f0\u7684 MCP \u5de5\u5177\u5305\u88c5\u6210\u547d\u4ee4\u884c<\/td><\/tr><tr><td><code>lark-cli<\/code> \u2192 <code>~\/.cli-tools\/lark-cli\/bin\/lark-cli<\/code><\/td><td><strong>\u98de\u4e66\/Lark CLI<\/strong>\uff1a<code>lark-cli &lt;command&gt; [subcommand] [method]<\/code> + <code>api &lt;method&gt; &lt;path&gt;<\/code> \u4efb\u610f\u8c03\u5f00\u653e\u63a5\u53e3<\/td><\/tr><tr><td><code>kimi-slides<\/code> \u2192 npm-global<\/td><td>\u89c1 \u00a74<\/td><\/tr><tr><td><code>proton<\/code> \/ <code>proton-viewer<\/code><\/td><td>\u975e\u81ea\u7814\u2014\u2014\u53ea\u662f triton\uff08torch \u9644\u5e26\uff09profiler \u7684\u5165\u53e3\u811a\u672c<\/td><\/tr><tr><td>\u5176\u4f59<\/td><td>\u5747\u4e3a pip \u5305\u7684 console_scripts\uff08ipython\/jupyter\/pymupdf\/easyocr\/uvicorn\/playwright \u7b49\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 id=\"7-%25e7%25a3%2581%25e7%259b%2598%25e5%258d%25a0%25e7%2594%25a8\" class=\"wp-block-heading\">7. \u78c1\u76d8\u5360\u7528<\/h2>\n\n\n\n<pre class=\"wp-block-code\"><code>du:  \/app 1.8G\uff08\u5176\u4e2d \/app\/.agents\/skills 1.8G \u2014\u2014 \u6280\u80fd\u5305\u672c\u4f53\u662f\u5927\u5934\uff0c\/app \u5176\u4f59\u6587\u4ef6\u4ec5 ~10M\uff09\n     \/usr 13G\uff08python3.12 site-packages 7.9G\u3001chromium 338M\u3001libreoffice 301M\uff09\n     \/opt 80K\uff08\u7a7a\uff09\n     \/home\/kimi 4.3G\uff08.cache 2.3G = ms-playwright 1.6G + puppeteer 636M + tectonic 63M\uff1b.npm-global 714M\uff09\ndpkg -l \u5171 1274 \u4e2a\u5305\ndf \/\uff1a41G \u76d8\uff08overlay2\uff0cguest \u89c6\u89d2 used \u663e\u793a 32M \u4e0d\u53ef\u9760\uff0c\u4ee5 du \u4e3a\u51c6\uff0c\u5b9e\u9645\u955c\u50cf\u7ea6 19G\uff09<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u6ce8\u610f\u6d4f\u89c8\u5668\u4e8c\u8fdb\u5236\u5b58\u5728\u4e09\u4efd\u5197\u4f59\uff1a\u7cfb\u7edf chromium(338M) + playwright \u7f13\u5b58\uff08chromium-1194\/-1234 + headless_shell \u00d72 + ffmpeg\uff0c\u5171 1.6G\uff09+ puppeteer \u7f13\u5b58\uff08chrome + chrome-headless-shell\uff0c636M\uff09\u3002<\/p>\n\n\n\n<h2 id=\"8-%25e5%2587%25ba%25e5%258e%2582%25e7%2594%25b5%25e6%25b1%25a0%25e6%2580%25bb%25e8%25af%2584%25e4%25b8%258e%25e7%25bc%25ba%25e5%258f%25a3\" class=\"wp-block-heading\">8. &#8220;\u51fa\u5382\u7535\u6c60&#8221;\u603b\u8bc4\u4e0e\u7f3a\u53e3<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u9f50\u7684\uff1a\u6587\u6863\uff08PDF\/Office\/Markdown \u4e92\u8f6c\u4e09\u5957\u6808\uff09\u3001\u56fe\u50cf\u3001\u7ed8\u56fe\u3001\u6570\u636e\u79d1\u5b66\u3001\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u3001\u684c\u9762 GUI \u81ea\u52a8\u5316\u3001\u4e2d\u6587\u6e32\u67d3\u5b57\u4f53\u3001\u91d1\u878d\u6570\u636e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7f3a\u7684\/\u6709\u610f\u601d\u7684\u53d6\u820d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>\u65e0 GPU \u5374\u88c5\u4e86 CUDA \u7248 torch \u5168\u5bb6\u6876<\/strong>\u2014\u2014\u7ea6 5 GB \u4ee5\u4e0a\u7684\u6d6a\u8d39\uff0ceasyocr \u662f\u88c5\u673a\u7406\u7531\u3002<\/li><li>\u65e0 texlive\/ghostscript\uff0c\u7528 tectonic \u6309\u9700\u65b9\u6848\u66ff\u4ee3\u3002<\/li><li>tesseract \u65e0\u4e2d\u6587\u5305\uff0c\u4e2d\u6587 OCR \u8d70 easyocr\u3002<\/li><li>\u65e0\u97f3\u9891\u5904\u7406\u6808\uff0ctts\/\u97f3\u9891\u751f\u6210\u5168\u90e8\u5916\u5305\u7ed9\u4e91\u7aef\u670d\u52a1\uff08plugins \u91cc\u6709 audio_generation\/speech-synthesis\/musepool\uff09\u3002<\/li><li>\u9489\u9489\/\u98de\u4e66\u4ee5 CLI \u5f62\u5f0f\u9884\u88c5\uff0c\u8bf4\u660e\u6c99\u7bb1\u5b9a\u4f4d\u8986\u76d6&#8221;\u529e\u516c\u534f\u540c&#8221;\u573a\u666f\u3002<\/li><\/ul>\n\n\n\n<h2 id=\"9-%25e5%25af%25b9-hermes-%25e7%259a%2584%25e5%2580%259f%25e9%2589%25b4%25e6%25b8%2585%25e5%258d%2595%25e6%258c%2589%25e4%25bb%25b7%25e5%2580%25bc%25e6%258e%2592%25e5%25ba%258f\" class=\"wp-block-heading\">9. \u5bf9 Hermes \u7684\u501f\u9274\u6e05\u5355\uff08\u6309\u4ef7\u503c\u6392\u5e8f\uff09<\/h2>\n\n\n\n<ol class=\"wp-block-list\"><li><strong>.pptd DSL + \u914d\u5957 CLI \u7684\u4e2d\u95f4\u5c42\u6a21\u5f0f<\/strong>\uff1aLLM \u4e0d\u76f4\u63a5\u5199 OOXML\uff0c\u800c\u662f\u5199\u6bcf\u9875\u81ea\u5305\u542b\u7684 YAML\uff0c\u7531\u786e\u5b9a\u6027 CLI \u8f6c\u6362\/\u6821\u9a8c\/\u622a\u56fe\u3002\u540c\u6837\u601d\u8def\u53ef\u63a8\u5e7f\u5230 docx\/xlsx\u3002\u8fd9\u662f\u6574\u5957\u5de5\u5177\u94fe\u91cc\u5de5\u7a0b\u542b\u91cf\u6700\u9ad8\u7684\u8bbe\u8ba1\u3002<\/li><li><strong>tectonic \u66ff\u4ee3 texlive<\/strong>\uff1a\u5355\u4e8c\u8fdb\u5236 26 MB + 63 MB \u7f13\u5b58\uff0c\u7701 2-3 GB \u955c\u50cf\u4f53\u79ef\uff1bLaTeX \u80fd\u529b\u5b8c\u5168\u591f\u7528\uff08pdf skill \u7684 latex \u8def\u7531\u5c31\u662f\u8dd1\u5b83\uff09\u3002<\/li><li><strong>\u6587\u6863\u8f6c\u6362\u7684\u6700\u5c0f\u5145\u5206\u96c6<\/strong>\uff1amarkitdown\uff08\u4efb\u610f\u2192md\uff09+ pandoc + LibreOffice headless + \u7cfb\u7edf\u4e09\u4ef6\u5957\uff08ffmpeg\/imagemagick\/qpdf\uff09+ Noto CJK \u5b57\u4f53\u5168\u5957\uff0c\u5373\u53ef\u8986\u76d6 95% \u7684\u6587\u6863\u7c7b\u4efb\u52a1\u3002<\/li><li>\u53cd\u9762\u6559\u6750\uff1a\u88c1\u526a CPU-only torch\uff08\u6216\u628a easyocr\/onnxruntime \u6a21\u578b\u6309\u9700\u4e0b\u8f7d\uff09\uff0c\u6d4f\u89c8\u5668\u53ea\u4fdd\u7559\u4e00\u4efd\uff08\u7cfb\u7edf chromium \u590d\u7528 CDP\uff0cplaywright \u7528 channel=chrome \u800c\u975e\u81ea\u5e26\u7f13\u5b58\uff09\uff0c\u53ef\u518d\u7701 ~6 GB\u3002<\/li><li>GUI \u81ea\u52a8\u5316\u6808\uff08PyAutoGUI + Xvnc\uff09\u4e0e\u4f01\u4e1a IM CLI\uff08dws\/lark-cli \u6a21\u5f0f\uff1a\u628a MCP server \u5305\u88c5\u6210\u5b50\u547d\u4ee4\u6811\uff09\u4e5f\u503c\u5f97\u53c2\u8003\u3002<\/li><\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u2190 \u8fd4\u56de\u4e3b\u62a5\u544a\uff1aKimi Agent\uff08\u4e91\u7aef\u6c99\u7bb1\uff09\u6280\u672f\u62a5\u544a \uff5c GitHub \u539f\u6587 \u5408\u89c4\u4e0e\u98ce\u9669\u58f0\u660e\uff1a\u672c\u62a5\u544a\u4e3a\u5b89\u5168 &hellip; <a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-12-toolchain\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">\u201c12-toolchain\uff1a\u6c99\u7bb1\u9884\u88c5\u5de5\u5177\u94fe\u76d8\u70b9\u201d<\/span><\/a><\/p>\n","protected":false},"author":55404,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"wpai_generated_summary":"","wpai_meta_description":"","footnotes":""},"class_list":["post-1878","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/tongchun.website\/index.php\/wp-json\/wp\/v2\/pages\/1878","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tongchun.website\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/tongchun.website\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/tongchun.website\/index.php\/wp-json\/wp\/v2\/users\/55404"}],"replies":[{"embeddable":true,"href":"https:\/\/tongchun.website\/index.php\/wp-json\/wp\/v2\/comments?post=1878"}],"version-history":[{"count":1,"href":"https:\/\/tongchun.website\/index.php\/wp-json\/wp\/v2\/pages\/1878\/revisions"}],"predecessor-version":[{"id":1898,"href":"https:\/\/tongchun.website\/index.php\/wp-json\/wp\/v2\/pages\/1878\/revisions\/1898"}],"wp:attachment":[{"href":"https:\/\/tongchun.website\/index.php\/wp-json\/wp\/v2\/media?parent=1878"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}