{"@context":"https://schema.org","@type":"NewsArticle","generatedAt":"2026-07-30T10:40:48.538Z","headline":"Token Saver：用本地混合 RAG 将 Claude PDF token 消耗削减 92%-99% 的开源 MCP 扩展","description":"Marktechpost AI 团队发布 Token Saver，一款面向 Claude Desktop 的开源 MCP 扩展，通过本地混合 RAG 在设备端检索 PDF，无需上传文件。该工具将 token 消耗削减 92%-99%，并保证数据隐私，设置无需 Python 环境或终端配置。","url":"https://www.aioga.com/news/cms782fxi02w4ro2evmcwz6uj/","mainEntityOfPage":"https://www.aioga.com/news/cms782fxi02w4ro2evmcwz6uj/","datePublished":"2026-07-30T07:43:29.000Z","dateModified":"2026-07-30T07:43:29.000Z","inLanguage":"zh-CN","publisher":{"@type":"NewsMediaOrganization","name":"Aioga","url":"https://www.aioga.com"},"citation":["https://www.marktechpost.com/2026/07/30/token-saver-an-open-source-mcp-extension-using-local-hybrid-rag","https://aihot.virxact.com/items/cms782fxi02w4ro2evmcwz6uj"],"canonicalUrl":"https://www.aioga.com/news/cms782fxi02w4ro2evmcwz6uj/","directAnswer":{"@type":"Answer","text":"MarkTechPost AI 团队发布开源 MCP 扩展 Token Saver，面向 Claude Desktop 在本地处理 PDF 检索。材料称其通过本地混合 RAG 减少 92%-99% 的 token 消耗，并表示文件无需上传。","url":"https://www.aioga.com/news/cms782fxi02w4ro2evmcwz6uj/","dateCreated":"2026-07-30T07:43:29.000Z","author":{"@type":"Organization","@id":"https://www.aioga.com/authors/aioga-editorial/#editorial-team","name":"Aioga Editorial Team","url":"https://www.aioga.com/authors/aioga-editorial/"}},"evidence":[{"@type":"CreativeWork","name":"marktechpost.com source article","url":"https://www.marktechpost.com/2026/07/30/token-saver-an-open-source-mcp-extension-using-local-hybrid-rag","datePublished":"2026-07-30T07:43:29.000Z","provider":{"@type":"Organization","name":"marktechpost.com","url":"https://www.marktechpost.com/2026/07/30/token-saver-an-open-source-mcp-extension-using-local-hybrid-rag"}},{"@type":"CreativeWork","name":"AIHot archive record","url":"https://aihot.virxact.com/items/cms782fxi02w4ro2evmcwz6uj","datePublished":"2026-07-30T07:43:29.000Z","provider":{"@type":"Organization","name":"AIHot","url":"https://aihot.virxact.com/items/cms782fxi02w4ro2evmcwz6uj"}}],"aggregationSource":"MarkTechPost（RSS）","originalPublisher":{"name":"marktechpost.com","url":"https://www.marktechpost.com/2026/07/30/token-saver-an-open-source-mcp-extension-using-local-hybrid-rag"},"article":{"id":"cms782fxi02w4ro2evmcwz6uj","slug":"cms782fxi02w4ro2evmcwz6uj","url":"https://www.aioga.com/news/cms782fxi02w4ro2evmcwz6uj/","title":"Token Saver：用本地混合 RAG 将 Claude PDF token 消耗削减 92%-99% 的开源 MCP 扩展","title_en":"Meet Token Saver： An Open-Source MCP Extension Using Local Hybrid RAG to Cut Claude PDF Token Costs 90-99%","summary":"Marktechpost AI 团队发布 Token Saver，一款面向 Claude Desktop 的开源 MCP 扩展，通过本地混合 RAG 在设备端检索 PDF，无需上传文件。该工具将 token 消耗削减 92%-99%，并保证数据隐私，设置无需 Python 环境或终端配置。","source":"MarkTechPost（RSS）","sourceUrl":"https://www.marktechpost.com/2026/07/30/token-saver-an-open-source-mcp-extension-using-local-hybrid-rag","aiHotUrl":"https://aihot.virxact.com/items/cms782fxi02w4ro2evmcwz6uj","publishedAt":"2026-07-30T07:43:29.000Z","category":"产品更新","score":74,"selected":true,"articleBody":["AI developers, researchers, and professionals frequently hit a frustrating wall when analyzing large documents with LLMs: the hidden, compounding cost of context windows. Pasting a 200-page PDF into a chat isn’t a one-time charge. Because the conversation history is re-sent to the model on every single turn, that massive document is paid for again with every follow-up question.","Marktechpost AI team just released Token Saver：https://github.com/Marktechpost/Token-Saver , an open-source Model Context Protocol (MCP) extension for Claude Desktop (MIT licensed, currently at v1.0). It was developed at Marktechpost AI Media Inc by Arnav Rai：https://www.linkedin.com/in/arnav-rai-475033243/ (CS student at Rochester Institute of Technology) during his internship at Marktechpost, supervised by Jean-marc Mommessin：https://www.linkedin.com/in/contactjmm/ and Asif Razzaq：https://www.linkedin.com/in/asifrazzaq/. Token Saver fundamentally changes how Claude interacts with local documents. By implementing a Local Hybrid RAG ：https://github.com/Marktechpost/Token-Saver (system directly on your machine, it allows you to ask questions about massive PDFs without ever uploading the actual file to the model.","Most users assume that when they drop a PDF into Claude, it simply extracts the text. In reality, Claude’s default behavior converts each page into an image to preserve charts and layouts, while separately extracting text. Before a single image token is even counted, the text alone can run 1,500 to 3,000 tokens per page.","While Prompt Caching and Claude Projects help soften this blow, they don’t solve the core issue: the entire document still crosses the boundary to the provider’s servers. Furthermore, if you only need two relevant paragraphs from a 1,000-page textbook, forcing the LLM to search the entire 1,000 pages itself is both inefficient and prone to hallucination.","Marktechpost’s Token Saver ：https://github.com/Marktechpost/Token-Saver acts as a local MCP server : a lightweight background program on your machine that Claude can call as a tool. The PDF never leaves your hard drive.","When you ask a question, Token Saver utilizes Local Hybrid RAG to find the answer. Hybrid RAG is the gold standard for document retrieval because it combines two powerful search methods:","By blending these two approaches locally, the server searches the file and hands Claude only the highly relevant passages. Claude then synthesizes the answer, citing the exact page numbers and providing a running tally of the tokens you just saved.","Token Saver：https://github.com/Marktechpost/Token-Saver runs entirely inside a single, long-running local process. Before any text reaches Claude, the local Hybrid RAG pipeline executes eight rapid steps:","(Note: The embedding model is optional but recommended. If it fails to load, the system gracefully falls back to keyword-only matching).","Because the Hybrid RAG pipeline caps the returned text slice, the token savings grow exponentially with the size of the document. Here is how Token Saver performed in benchmarking (measured via tiktoken, assuming one question per document):","Disclaimer: Token counts use cl100k_base as a stand-in, and baselines assume the whole document is charged on every search.","For professionals working repeatedly with court opinions, technical standards, financial reports, or dense textbooks, Token Saver eliminates the repetitive token tax.","Marktechpost’s Token Saver works across all three Claude 3.5 tiers, but testing revealed distinct behaviors:","Unlike many open-source AI tools that require complex Python environments and JSON configurations, Token Saver is packaged as a single .mcpb bundle.","The extension will not run until a folder is chosen, because that single choice serves three purposes at once.","That folder is worth a moment’s thought. It sets the boundary of what can be read, it is what lets you ask for a file by name instead of typing a path, and it is the list the server shows Claude when a conversation starts. A small folder holding only what you intend to ask about works considerably better than pointing it at all of Documents.","Check out the GitHub Repo：https://github.com/Marktechpost/Token-Saver.","References: MCP Bundle format：https://github.com/anthropics/mcpb | all-MiniLM-L6-v2：https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2 | pdfkb-mcp：https://github.com/juanqui/pdfkb-mcp | wesleygriffin/pdfrag：https://github.com/wesleygriffin/pdfrag | Corpora: Dobbs v. Jackson Women’s Health Organization ; Berkshire Hathaway 2023 Annual Report","Arnav is currently a student at Rochester Institute of Technology pursuing a Bachelor’s degree in Computer Science and a minor in Economics with hands-on backend development experience, and is a contributor at Marktechpost, where he writes about AI/ML research.","Jean-marc is a successful AI business executive .He leads and accelerates growth for AI powered solutions and started a computer vision company in 2006. He is a recognized speaker at AI conferences and has an MBA from Stanford.","Asif Razzaq is the CEO of Marktechpost Media Inc.. As a visionary entrepreneur and engineer, Asif is committed to harnessing the potential of Artificial Intelligence for social good. His most recent endeavor is the launch of an Artificial Intelligence Media Platform, Marktechpost, which stands out for its in-depth coverage of machine learning and deep learning news that is both technically sound and easily understandable by a wide audience. The platform boasts of over 2 million monthly views, illustrating its popularity among audiences."],"articleImages":[{"sourceUrl":"https://www.marktechpost.com/wp-content/uploads/2026/07/image-9.png","alt":"","afterParagraph":1,"url":"/media/articles/cms782fxi02w4ro2evmcwz6uj/0dc4d2b608a15cdc.webp"},{"sourceUrl":"https://www.marktechpost.com/wp-content/uploads/2026/07/image-7.png","alt":"","afterParagraph":7,"url":"/media/articles/cms782fxi02w4ro2evmcwz6uj/499b7a98c76c23ff.webp"},{"sourceUrl":"https://www.marktechpost.com/wp-content/uploads/2026/07/image-8.png","alt":"","afterParagraph":14,"url":"/media/articles/cms782fxi02w4ro2evmcwz6uj/04c814a50c3ccb96.webp"},{"sourceUrl":"https://www.marktechpost.com/wp-content/uploads/2026/06/Screenshot-2026-06-18-at-1.36.14-AM-300x300.png","alt":"Arnav Rai","afterParagraph":17,"url":"/media/articles/cms782fxi02w4ro2evmcwz6uj/5f0569b5b4872fd7.webp"},{"sourceUrl":"https://www.marktechpost.com/wp-content/uploads/2022/07/1516283019746.jpeg","alt":"","afterParagraph":18,"url":"/media/articles/cms782fxi02w4ro2evmcwz6uj/c67f1bdbe1398f03.jpg"},{"sourceUrl":"https://www.marktechpost.com/wp-content/uploads/2019/06/Screen-Shot-2021-09-14-at-9.02.24-AM-300x300.png","alt":"","afterParagraph":19,"url":"/media/articles/cms782fxi02w4ro2evmcwz6uj/787a6d54564e8e19.webp"}],"mediaStatus":"ok","articleBodyZh":["AI 开发者、研究人员和专业人士在使用大型语言模型（LLM）分析大型文档时，经常会遇到一个令人沮丧的障碍：上下文窗口的隐藏、累积成本。将一份 200 页的 PDF 粘贴到聊天中并不是一次性收费。因为每次对话轮次都会将对话历史重新发送给模型，所以每次后续提问时，这份庞大的文档都会再次产生费用。","Marktechpost AI 团队刚刚发布了 Token Saver：https://github.com/Marktechpost/Token-Saver，这是一个开源的 Claude Desktop 模型上下文协议（MCP）扩展（MIT 许可，目前版本为 v1.0）。它由 Arnav Rai：https://www.linkedin.com/in/arnav-rai-475033243/（罗切斯特理工学院计算机科学学生）在 Marktechpost 实习期间开发，由 Jean-marc Mommessin：https://www.linkedin.com/in/contactjmm/ 和 Asif Razzaq：https://www.linkedin.com/in/asifrazzaq/ 监督。Token Saver 从根本上改变了 Claude 与本地文档的交互方式。通过实现本地混合 RAG：https://github.com/Marktechpost/Token-Saver（在你自己的机器上运行系统），它允许你在不将实际文件上传到模型的情况下，向大型 PDF 提问。","大多数用户以为他们将 PDF 放入 Claude 时，它只是简单地提取文本。实际上，Claude 的默认行为是将每一页转换为图像以保留图表和布局，同时单独提取文本。在计数任何图像 token 之前，仅文本就可能每页就达到 1,500 到 3,000 个 token。","虽然提示缓存（Prompt Caching）和 Claude Projects 能帮助缓解这一影响，但它们并不能解决核心问题：整个文档仍然需要传输到提供商的服务器。此外，如果你只需要一份 1,000 页教材中的两段相关内容，强制 LLM 自行搜索整整 1,000 页既低效又容易产生幻觉。","Marktechpost 的 Token Saver：https://github.com/Marktechpost/Token-Saver 相当于一个本地 MCP 服务器：在你的机器上运行的轻量级后台程序，Claude 可以把它当作一个工具调用。PDF 永远不会离开你的硬盘。","当你提问时，Token Saver 利用本地混合 RAG 查找答案。混合 RAG 是文档检索的黄金标准，因为它结合了两种强大的搜索方法：","通过在本地将这两种方法结合，服务器会搜索文件并只将高度相关的内容呈现给Claude。然后Claude综合回答，同时引用确切的页码，并提供你刚刚节省的令牌数量的实时统计。","Token Saver：https://github.com/Marktechpost/Token-Saver 完全在单个长期运行的本地进程中运行。在任何文本到达Claude之前，本地混合RAG管道会执行八个快速步骤：","（注：嵌入模型是可选的，但推荐使用。如果加载失败，系统会优雅地回退到仅关键词匹配）。","由于混合RAG管道会限制返回的文本片段，令牌节省会随着文档大小呈指数增长。以下是Token Saver在基准测试中的表现（通过tiktoken测量，假设每个文档一个问题）：","免责声明：令牌计数使用cl100k_base作为代表，基线假设每次搜索都会计入整个文档。","对于反复处理法院判决、技术标准、财务报告或密集教科书的专业人士来说，Token Saver消除了重复的令牌消耗。","Marktechpost的Token Saver适用于所有三个Claude 3.5等级，但测试显示其表现存在差异：","与许多需要复杂Python环境和JSON配置的开源AI工具不同，Token Saver打包为单个.mcpb文件。","在选择文件夹之前，扩展程序不会运行，因为这个选择同时有三个作用。","这个文件夹值得稍作思考。它设置了可读取内容的边界，使你可以通过名称而不是路径请求文件，并且是服务器在对话开始时显示给Claude的列表。一个只包含你打算查询内容的小文件夹效果要远好于指向整个Documents。","查看GitHub仓库：https://github.com/Marktechpost/Token-Saver。","参考资料：MCP Bundle 格式：https://github.com/anthropics/mcpb | all-MiniLM-L6-v2：https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2 | pdfkb-mcp：https://github.com/juanqui/pdfkb-mcp | wesleygriffin/pdfrag：https://github.com/wesleygriffin/pdfrag | 语料库：Dobbs 诉 Jackson Women’s Health Organization；伯克希尔·哈撒韦 2023 年年度报告","Arnav 目前是罗切斯特理工学院的学生，正在攻读计算机科学学士学位并辅修经济学，拥有实践型后台开发经验，同时是 Marktechpost 的撰稿人，在该平台上撰写关于人工智能/机器学习研究的文章。","Jean-marc 是一位成功的人工智能商业高管。他领导并加速人工智能解决方案的增长，并于 2006 年创办了一家计算机视觉公司。他是人工智能会议上的知名演讲者，并获得斯坦福大学的工商管理硕士学位。","Asif Razzaq 是 Marktechpost Media Inc. 的首席执行官。作为一名有远见的企业家和工程师，Asif 致力于利用人工智能的潜力造福社会。他最近的项目是推出人工智能媒体平台 Marktechpost，该平台以深入报道机器学习和深度学习新闻而著称，这些内容既技术可靠，又易于广大受众理解。该平台月浏览量超过 200 万次，显示了其在观众中的受欢迎程度。"],"translationStatus":"translated","bodyOrigin":"source-page","editorial":{"summary":"MarkTechPost AI 团队发布开源 MCP 扩展 Token Saver，面向 Claude Desktop 在本地处理 PDF 检索。材料称其通过本地混合 RAG 减少 92%-99% 的 token 消耗，并表示文件无需上传。","background":"材料指出，大型 PDF 在多轮对话中可能因上下文重复发送而增加消耗；Claude 默认处理 PDF 时会提取文本并将页面转为图像。Token Saver 作为本地 MCP 服务器，向 Claude 提供相关段落。","viewpoint":"Aioga 判断，Token Saver 的核心价值在于把文档筛选环节放在设备端，再让模型处理较小范围的相关内容。隐私与节省幅度值得关注，但材料未提供独立测试方法或适用边界。","implications":"若材料所述机制和节省幅度在不同 PDF、问题类型及对话场景中均能复现，用户可能降低长文档分析的上下文负担。与此同时，本地检索效果、页面引用准确性和设备资源占用仍值得关注。","nextStep":"建议进一步核对项目文档中的测试样本、计算口径、支持的 PDF 类型及隐私边界，并在实际使用前确认 Claude Desktop 的配置要求、检索结果质量与本地运行稳定性。","evidenceRefs":["title","summary","articleBody","source"],"status":"published","aiGenerated":true,"autoApproved":true,"generatedBy":"aioga-editorial:gpt-5.6-sol","reviewedBy":"aioga-editorial-review:gpt-5.6-sol","generatedAt":"2026-07-30T08:24:59.421Z","sourceHash":"94a14020840a741b","review":{"approved":true,"groundedness":96,"clarity":92,"duplicationRisk":12,"blockingIssues":[],"notes":["候选内容整体准确区分了来源事实、Aioga观点与条件性推论。","“92%-99%”和隐私相关表述已用“材料称”“表示”等归因措辞，未冒充独立验证结果。","可进一步在成稿中明确“Claude 默认处理 PDF”的相关描述仅是来源材料的说法，并继续保留对测试样本、计算口径和适用边界的核查提示。"]},"validation":{"passed":true,"mode":"ai-auto","revisions":0,"checks":["schema","length","source-attribution","low-source-overlap","no-html","independent-ai-review"]}},"tags":["产品更新","MarkTechPost（RSS）"],"translations":{"zh-CN":{"title":"Token Saver：用本地混合 RAG 将 Claude PDF token 消耗削减 92%-99% 的开源 MCP 扩展","summary":"Marktechpost AI 团队发布 Token Saver，一款面向 Claude Desktop 的开源 MCP 扩展，通过本地混合 RAG 在设备端检索 PDF，无需上传文件。该工具将 token 消耗削减 92%-99%，并保证数据隐私，设置无需 Python 环境或终端配置。","category":"产品更新","source":"marktechpost.com","aggregationSource":"MarkTechPost（RSS）","pageTitle":"Token Saver：用本地混合 RAG 将 Claude PDF token 消耗削减 92%-99% 的开源 MCP 扩展 - Aioga AI资讯","description":"Marktechpost AI 团队发布 Token Saver，一款面向 Claude Desktop 的开源 MCP 扩展，通过本地混合 RAG 在设备端检索 PDF，无需上传文件。该工具将 token 消耗削减 92%-99%，并保证数据隐私，设置无需 Python 环境或终端配置。","url":"https://www.aioga.com/news/cms782fxi02w4ro2evmcwz6uj/"},"en":{"title":"Token Saver: An open-source MCP extension that reduces Claude PDF token consumption by 92%-99% using native hybrid RAG","summary":"The Marktechpost AI team released Token Saver, an open-source MCP extension for Claude Desktop that retrieves PDFs on devices via native hybrid RAG without uploading files. This tool reduces token consumption by 92%-99% and ensures data privacy, setting up without the need for a Python environment or terminal configuration.","category":"Products","source":"MarkTechPost（RSS）","aggregationSource":"MarkTechPost（RSS）","pageTitle":"Token Saver: An open-source MCP extension that reduces Claude PDF token consumption by 92%-99% using native hybrid RAG - Aioga AI News","description":"The Marktechpost AI team released Token Saver, an open-source MCP extension for Claude Desktop that retrieves PDFs on devices via native hybrid RAG without uploading files. This to...","url":"https://www.aioga.com/en/news/cms782fxi02w4ro2evmcwz6uj/","contentTranslated":true,"sourceHash":"08caf397c1d648b1","translatedAt":"2026-07-30T08:23:03.158Z"},"ja":{"title":"トークン節約:ネイティブハイブリッドRAGを用いて、Clade PDFをオープンソースMCP消費に92%〜99%削減する。","summary":"Marktechpost AIチームはToKen Saverをリリースしました。これはClaude Desktop向けのオープンソースMCP拡張機能で、ファイルをアップロードせずにデバイス上でネイティブハイブリッドRAGでPDFを取得します。 このツールはTalkenの消費を92%〜99%削減し、Python環境やターミナル設定なしで設定できるデータプライバシーを確保します。","category":"製品更新","source":"MarkTechPost（RSS）","aggregationSource":"MarkTechPost（RSS）","pageTitle":"トークン節約:ネイティブハイブリッドRAGを用いて、Clade PDFをオープンソースMCP消費に92%〜99%削減する。 - Aioga AIニュース","description":"Marktechpost AIチームはToKen Saverをリリースしました。これはClaude Desktop向けのオープンソースMCP拡張機能で、ファイルをアップロードせずにデバイス上でネイティブハイブリッドRAGでPDFを取得します。 このツールはTalkenの消費を92%〜99%削減し、Python環境やターミナル設定なしで設定できるデータプライバ...","url":"https://www.aioga.com/ja/news/cms782fxi02w4ro2evmcwz6uj/","contentTranslated":true,"sourceHash":"08caf397c1d648b1","translatedAt":"2026-07-30T08:23:03.801Z"},"ko":{"title":"토큰 절약 기능: 네이티브 하이브리드 RAG를 사용하여 클레이드 PDF를 오픈 소스 MCP 소비로 92%-99% 줄이는 것.","summary":"Marktechpost AI 팀은 Claude Desktop용 오픈소스 MCP 확장 프로그램인 ToKen Saver를 출시했으며, 이 확장 프로그램은 파일을 업로드하지 않고 네이티브 하이브리드 RAG로 기기에서 PDF를 불러올 수 있습니다. 이 도구는 Talken 사용량을 92%-99% 줄이고, 파이썬 환경이나 터미널 설정 없이도 데이터 프라이버시를 보장합니다.","category":"제품 업데이트","source":"MarkTechPost（RSS）","aggregationSource":"MarkTechPost（RSS）","pageTitle":"토큰 절약 기능: 네이티브 하이브리드 RAG를 사용하여 클레이드 PDF를 오픈 소스 MCP 소비로 92%-99% 줄이는 것. - Aioga AI 뉴스","description":"Marktechpost AI 팀은 Claude Desktop용 오픈소스 MCP 확장 프로그램인 ToKen Saver를 출시했으며, 이 확장 프로그램은 파일을 업로드하지 않고 네이티브 하이브리드 RAG로 기기에서 PDF를 불러올 수 있습니다. 이 도구는 Talken 사용량을 92%-99% 줄이고, 파이썬 환경이나 터미널 설...","url":"https://www.aioga.com/ko/news/cms782fxi02w4ro2evmcwz6uj/","contentTranslated":true,"sourceHash":"08caf397c1d648b1","translatedAt":"2026-07-30T08:23:12.841Z"},"es":{"title":"Token Saver: Uso de RAG híbrido nativo para reducir el consumo de Clade PDF a código abierto de MCP entre un 92% y un 99%.","summary":"El equipo de IA de Marktechpost lanzó ToKen Saver, una extensión MCP de código abierto para Claude Desktop, que recupera PDFs en dispositivos mediante RAG híbrido nativo, sin subir archivos. Esta herramienta reduce el consumo de Talken entre un 92% y un 99% y garantiza la privacidad de los datos, configurándose sin necesidad de un entorno Python o configuración de terminal.","category":"Productos","source":"MarkTechPost（RSS）","aggregationSource":"MarkTechPost（RSS）","pageTitle":"Token Saver: Uso de RAG híbrido nativo para reducir el consumo de Clade PDF a código abierto de MCP entre un 92% y un 99%. - Aioga Noticias de IA","description":"El equipo de IA de Marktechpost lanzó ToKen Saver, una extensión MCP de código abierto para Claude Desktop, que recupera PDFs en dispositivos mediante RAG híbrido nativo, sin subir...","url":"https://www.aioga.com/es/news/cms782fxi02w4ro2evmcwz6uj/","contentTranslated":true,"sourceHash":"08caf397c1d648b1","translatedAt":"2026-07-30T08:23:12.975Z"},"fr":{"title":"Token Saver : Utilisation d’un RAG hybride natif pour réduire la consommation de Clade PDF en open source MCP de 92 % à 99 %.","summary":"L’équipe Marktechpost AI a publié ToKen Saver, une extension MCP open source pour Claude Desktop, qui récupère les PDF sur les appareils via un hybride RAG natif, sans télécharger de fichiers. Cet outil réduit la consommation de Talken de 92 % à 99 % et garantit la confidentialité des données, en configurant sans avoir besoin d’environnement Python ou de configuration terminale.","category":"Produits","source":"MarkTechPost（RSS）","aggregationSource":"MarkTechPost（RSS）","pageTitle":"Token Saver : Utilisation d’un RAG hybride natif pour réduire la consommation de Clade PDF en open source MCP de 92 % à 99 %. - Aioga Actualités IA","description":"L’équipe Marktechpost AI a publié ToKen Saver, une extension MCP open source pour Claude Desktop, qui récupère les PDF sur les appareils via un hybride RAG natif, sans télécharger...","url":"https://www.aioga.com/fr/news/cms782fxi02w4ro2evmcwz6uj/","contentTranslated":true,"sourceHash":"08caf397c1d648b1","translatedAt":"2026-07-30T08:23:22.142Z"},"de":{"title":"Token Saver: Verwendung nativer hybrider RAG, um den Verbrauch von Clade PDF auf Open Source MCP um 92 % bis 99 % zu reduzieren.","summary":"Das Marktechpost-KI-Team veröffentlichte ToKen Saver, eine Open-Source-MCP-Erweiterung für Claude Desktop, die PDFs auf Geräten über natives hybrides RAG abruft, ohne Dateien hochzuladen. Dieses Tool reduziert den Talken-Verbrauch um 92 % bis 99 % und gewährleistet Datenschutz, ohne dass eine Python-Umgebung oder Terminalkonfiguration erforderlich ist.","category":"产品更新","source":"MarkTechPost（RSS）","aggregationSource":"MarkTechPost（RSS）","pageTitle":"Token Saver: Verwendung nativer hybrider RAG, um den Verbrauch von Clade PDF auf Open Source MCP um 92 % bis 99 % zu reduzieren. - Aioga KI-News","description":"Das Marktechpost-KI-Team veröffentlichte ToKen Saver, eine Open-Source-MCP-Erweiterung für Claude Desktop, die PDFs auf Geräten über natives hybrides RAG abruft, ohne Dateien hochz...","url":"https://www.aioga.com/de/news/cms782fxi02w4ro2evmcwz6uj/","contentTranslated":true,"sourceHash":"08caf397c1d648b1","translatedAt":"2026-07-30T08:23:22.121Z"},"pt-BR":{"title":"Token Saver: Uso de RAG híbrido nativo para reduzir o consumo de Clade PDF para código aberto de MCP em 92%-99%.","summary":"A equipe de IA da Marktechpost lançou o ToKen Saver, uma extensão MCP de código aberto para Claude Desktop, que recupera PDFs em dispositivos via RAG híbrido nativo, sem enviar arquivos. Essa ferramenta reduz o consumo de Talken em 92%-99% e garante a privacidade dos dados, configurando sem a necessidade de um ambiente Python ou configuração de terminal.","category":"产品更新","source":"MarkTechPost（RSS）","aggregationSource":"MarkTechPost（RSS）","pageTitle":"Token Saver: Uso de RAG híbrido nativo para reduzir o consumo de Clade PDF para código aberto de MCP em 92%-99%. - Aioga Notícias de IA","description":"A equipe de IA da Marktechpost lançou o ToKen Saver, uma extensão MCP de código aberto para Claude Desktop, que recupera PDFs em dispositivos via RAG híbrido nativo, sem enviar arq...","url":"https://www.aioga.com/pt-BR/news/cms782fxi02w4ro2evmcwz6uj/","contentTranslated":true,"sourceHash":"08caf397c1d648b1","translatedAt":"2026-07-30T08:23:31.420Z"},"ru":{"title":"Token Saver: использование нативного гибридного RAG для снижения потребления Clade PDF до открытого исходного MCP на 92%-99%.","summary":"Команда Marktechpost AI выпустила ToKen Saver — открытое расширение MCP для Claude Desktop, которое получает PDF-файлы на устройствах с помощью нативного гибридного RAG без загрузки файлов. Этот инструмент снижает потребление Talken на 92%-99% и обеспечивает конфиденциальность данных, настраиваясь без необходимости использования среды на Python или конфигурации терминала.","category":"产品更新","source":"MarkTechPost（RSS）","aggregationSource":"MarkTechPost（RSS）","pageTitle":"Token Saver: использование нативного гибридного RAG для снижения потребления Clade PDF до открытого исходного MCP на 92%-99%. - Aioga Новости ИИ","description":"Команда Marktechpost AI выпустила ToKen Saver — открытое расширение MCP для Claude Desktop, которое получает PDF-файлы на устройствах с помощью нативного гибридного RAG без загрузк...","url":"https://www.aioga.com/ru/news/cms782fxi02w4ro2evmcwz6uj/","contentTranslated":true,"sourceHash":"08caf397c1d648b1","translatedAt":"2026-07-30T08:23:31.296Z"},"ar":{"title":"موفر الرموز: استخدام RAG الهجين الأصلي لتقليل استهلاك Clade PDF إلى MCP مفتوح المصدر بنسبة 92٪-99٪.","summary":"أصدر فريق الذكاء الاصطناعي في ماركتيك بوست إضافة ToKen Saver، وهي إضافة مفتوحة المصدر للعبة Claude Desktop، تسترجع ملفات PDF على الأجهزة عبر نظام RAG الهجين الأصلي، دون رفع الملفات. تقلل هذه الأداة من استهلاك Talken بنسبة 92٪-99٪ وتضمن خصوصية البيانات، مع إعدادها دون الحاجة إلى بيئة بايثون أو تكوين طرفي.","category":"产品更新","source":"MarkTechPost（RSS）","aggregationSource":"MarkTechPost（RSS）","pageTitle":"موفر الرموز: استخدام RAG الهجين الأصلي لتقليل استهلاك Clade PDF إلى MCP مفتوح المصدر بنسبة 92٪-99٪. - Aioga أخبار الذكاء الاصطناعي","description":"أصدر فريق الذكاء الاصطناعي في ماركتيك بوست إضافة ToKen Saver، وهي إضافة مفتوحة المصدر للعبة Claude Desktop، تسترجع ملفات PDF على الأجهزة عبر نظام RAG الهجين الأصلي، دون رفع الملفات...","url":"https://www.aioga.com/ar/news/cms782fxi02w4ro2evmcwz6uj/","contentTranslated":true,"sourceHash":"08caf397c1d648b1","translatedAt":"2026-07-30T08:23:40.484Z"},"hi":{"title":"टोकन सेवर: ओपन सोर्स MCP खपत को 92% -99% तक कम करने के लिए मूल हाइब्रिड RAG का उपयोग करना।","summary":"मार्कटेकपोस्ट एआई टीम ने क्लाउड डेस्कटॉप के लिए एक ओपन-सोर्स एमसीपी एक्सटेंशन टोकेन सेवर जारी किया, जो फाइलों को अपलोड किए बिना देशी हाइब्रिड आरएजी के माध्यम से उपकरणों पर पीडीएफ पुनर्प्राप्त करता है। यह टूल टॉकेन की खपत को 92% -99% तक कम कर देता है और पायथन वातावरण या टर्मिनल कॉन्फ़िगरेशन की आवश्यकता के बिना सेट अप करते हुए डेटा गोपनीयता सुनिश्चित करता है।","category":"产品更新","source":"MarkTechPost（RSS）","aggregationSource":"MarkTechPost（RSS）","pageTitle":"टोकन सेवर: ओपन सोर्स MCP खपत को 92% -99% तक कम करने के लिए मूल हाइब्रिड RAG का उपयोग करना। - Aioga AI समाचार","description":"मार्कटेकपोस्ट एआई टीम ने क्लाउड डेस्कटॉप के लिए एक ओपन-सोर्स एमसीपी एक्सटेंशन टोकेन सेवर जारी किया, जो फाइलों को अपलोड किए बिना देशी हाइब्रिड आरएजी के माध्यम से उपकरणों पर पीडीएफ प...","url":"https://www.aioga.com/hi/news/cms782fxi02w4ro2evmcwz6uj/","contentTranslated":true,"sourceHash":"08caf397c1d648b1","translatedAt":"2026-07-30T08:23:40.721Z"},"it":{"title":"Token Saver: Utilizzo di RAG ibrido nativo per ridurre il consumo di MCP da Clade PDF a open source del 92%-99%.","summary":"Il team di Marktechpost AI ha rilasciato ToKen Saver, un'estensione MCP open-source per Claude Desktop, che recupera i PDF sui dispositivi tramite ibrido nativo RAG, senza caricare file. Questo strumento riduce il consumo di Talken del 92%-99% e garantisce la privacy dei dati, configurandolo senza la necessità di un ambiente Python o di una configurazione terminale.","category":"产品更新","source":"MarkTechPost（RSS）","aggregationSource":"MarkTechPost（RSS）","pageTitle":"Token Saver: Utilizzo di RAG ibrido nativo per ridurre il consumo di MCP da Clade PDF a open source del 92%-99%. - Aioga Notizie IA","description":"Il team di Marktechpost AI ha rilasciato ToKen Saver, un'estensione MCP open-source per Claude Desktop, che recupera i PDF sui dispositivi tramite ibrido nativo RAG, senza caricare...","url":"https://www.aioga.com/it/news/cms782fxi02w4ro2evmcwz6uj/","contentTranslated":true,"sourceHash":"08caf397c1d648b1","translatedAt":"2026-07-30T08:23:49.866Z"},"nl":{"title":"Token Saver: Gebruik van native hybride RAG om het verbruik van Clade PDF tot open source MCP met 92%-99% te verminderen.","summary":"Het Marktechpost AI-team bracht ToKen Saver uit, een open-source MCP-extensie voor Claude Desktop, die PDF's op apparaten ophaalt via native hybride RAG, zonder bestanden te uploaden. Deze tool vermindert het Talken-verbruik met 92%-99% en waarborgt gegevensprivacy, waarbij het wordt opgezet zonder dat er een Python-omgeving of terminalconfiguratie nodig is.","category":"产品更新","source":"MarkTechPost（RSS）","aggregationSource":"MarkTechPost（RSS）","pageTitle":"Token Saver: Gebruik van native hybride RAG om het verbruik van Clade PDF tot open source MCP met 92%-99% te verminderen. - Aioga AI-nieuws","description":"Het Marktechpost AI-team bracht ToKen Saver uit, een open-source MCP-extensie voor Claude Desktop, die PDF's op apparaten ophaalt via native hybride RAG, zonder bestanden te upload...","url":"https://www.aioga.com/nl/news/cms782fxi02w4ro2evmcwz6uj/","contentTranslated":true,"sourceHash":"08caf397c1d648b1","translatedAt":"2026-07-30T08:23:49.796Z"},"tr":{"title":"Token Saver: Clade PDF'yi açık kaynak MCP tüketimine %92-%99 oranında azaltmak için yerel hibrit RAG kullanmak.","summary":"Marktechpost AI ekibi, Claude Desktop için açık kaynaklı MCP uzantısı ToKen Saver'ı yayınladı; bu eklenti, cihazlardaki PDF'leri yerel hibrit RAG ile dosya yüklemeden alıyor. Bu araç, Talken tüketimini %92-%99 oranında azaltır ve veri gizliliğini sağlar; kurulum Python ortamı veya terminal yapılandırmasına gerek kalmadan.","category":"产品更新","source":"MarkTechPost（RSS）","aggregationSource":"MarkTechPost（RSS）","pageTitle":"Token Saver: Clade PDF'yi açık kaynak MCP tüketimine %92-%99 oranında azaltmak için yerel hibrit RAG kullanmak. - Aioga AI Haberleri","description":"Marktechpost AI ekibi, Claude Desktop için açık kaynaklı MCP uzantısı ToKen Saver'ı yayınladı; bu eklenti, cihazlardaki PDF'leri yerel hibrit RAG ile dosya yüklemeden alıyor. Bu ar...","url":"https://www.aioga.com/tr/news/cms782fxi02w4ro2evmcwz6uj/","contentTranslated":true,"sourceHash":"08caf397c1d648b1","translatedAt":"2026-07-30T08:23:59.585Z"},"vi":{"title":"Token Saver: Sử dụng RAG lai gốc để giảm mức tiêu thụ MCP mã nguồn mở của Clade PDF từ 92%-99%.","summary":"Nhóm AI của Marktechpost đã phát hành ToKen Saver, một tiện ích mở rộng MCP mã nguồn mở cho Claude Desktop, cho phép lấy PDF trên thiết bị thông qua RAG lai gốc mà không cần tải lên tệp. Công cụ này giảm tiêu thụ Talken từ 92%-99% và đảm bảo quyền riêng tư dữ liệu, thiết lập mà không cần môi trường Python hay cấu hình terminal.","category":"产品更新","source":"MarkTechPost（RSS）","aggregationSource":"MarkTechPost（RSS）","pageTitle":"Token Saver: Sử dụng RAG lai gốc để giảm mức tiêu thụ MCP mã nguồn mở của Clade PDF từ 92%-99%. - Tin tức AI Aioga","description":"Nhóm AI của Marktechpost đã phát hành ToKen Saver, một tiện ích mở rộng MCP mã nguồn mở cho Claude Desktop, cho phép lấy PDF trên thiết bị thông qua RAG lai gốc mà không cần tải lê...","url":"https://www.aioga.com/vi/news/cms782fxi02w4ro2evmcwz6uj/","contentTranslated":true,"sourceHash":"08caf397c1d648b1","translatedAt":"2026-07-30T08:23:59.423Z"},"id":{"title":"Token Saver: Menggunakan hybrid RAG native untuk mengurangi konsumsi Clade PDF menjadi MCP open source sebesar 92%-99%.","summary":"Tim AI Marktechpost merilis ToKen Saver, ekstensi MCP open-source untuk Claude Desktop, yang mengambil PDF di perangkat melalui RAG hybrid native, tanpa mengunggah file. Alat ini mengurangi konsumsi Talken sebesar 92%-99% dan memastikan privasi data, sehingga pengaturan tanpa perlu lingkungan Python atau konfigurasi terminal.","category":"产品更新","source":"MarkTechPost（RSS）","aggregationSource":"MarkTechPost（RSS）","pageTitle":"Token Saver: Menggunakan hybrid RAG native untuk mengurangi konsumsi Clade PDF menjadi MCP open source sebesar 92%-99%. - Berita AI Aioga","description":"Tim AI Marktechpost merilis ToKen Saver, ekstensi MCP open-source untuk Claude Desktop, yang mengambil PDF di perangkat melalui RAG hybrid native, tanpa mengunggah file. Alat ini m...","url":"https://www.aioga.com/id/news/cms782fxi02w4ro2evmcwz6uj/","contentTranslated":true,"sourceHash":"08caf397c1d648b1","translatedAt":"2026-07-30T08:24:08.671Z"},"th":{"title":"Token Saver: ใช้ RAG แบบไฮบริดแบบเนทีฟเพื่อลดการใช้ MCP ของ Clade PDF เป็นโอเพ่นซอร์ส 92%-99%","summary":"ทีม AI ของ Marktechpost ได้ปล่อย ToKen Saver ซึ่งเป็นส่วนขยาย MCP แบบโอเพนซอร์สสําหรับ Claude Desktop ที่สามารถดึงไฟล์ PDF บนอุปกรณ์ผ่าน RAG แบบไฮบริดแบบเนทีฟโดยไม่ต้องอัปโหลดไฟล์ เครื่องมือนี้ช่วยลดการใช้ Talken ลง 92%-99% และรับประกันความเป็นส่วนตัวของข้อมูล โดยตั้งค่าโดยไม่ต้องใช้สภาพแวดล้อม Python หรือการตั้งค่าเทอร์มินัล","category":"产品更新","source":"MarkTechPost（RSS）","aggregationSource":"MarkTechPost（RSS）","pageTitle":"Token Saver: ใช้ RAG แบบไฮบริดแบบเนทีฟเพื่อลดการใช้ MCP ของ Clade PDF เป็นโอเพ่นซอร์ส 92%-99% - ข่าว AI Aioga","description":"ทีม AI ของ Marktechpost ได้ปล่อย ToKen Saver ซึ่งเป็นส่วนขยาย MCP แบบโอเพนซอร์สสําหรับ Claude Desktop ที่สามารถดึงไฟล์ PDF บนอุปกรณ์ผ่าน RAG แบบไฮบริดแบบเนทีฟโดยไม่ต้องอัปโหลดไฟล์...","url":"https://www.aioga.com/th/news/cms782fxi02w4ro2evmcwz6uj/","contentTranslated":true,"sourceHash":"08caf397c1d648b1","translatedAt":"2026-07-30T08:24:08.766Z"},"pl":{"title":"Token Saver: Wykorzystanie natywnego hybrydowego RAG do zmniejszenia zużycia MCP z Clade PDF do open source o 92%-99%.","summary":"Zespół AI Marktechpost wydał ToKen Saver, otwartoźródłowe rozszerzenie MCP dla Claude Desktop, które pobiera pliki PDF na urządzeniach za pomocą natywnego hybrydowego RAG-u, bez konieczności przesyłania plików. To narzędzie zmniejsza zużycie Talken o 92%-99% i zapewnia prywatność danych, konfigurując je bez potrzeby korzystania ze środowiska Pythona czy konfiguracji terminala.","category":"产品更新","source":"MarkTechPost（RSS）","aggregationSource":"MarkTechPost（RSS）","pageTitle":"Token Saver: Wykorzystanie natywnego hybrydowego RAG do zmniejszenia zużycia MCP z Clade PDF do open source o 92%-99%. - Aioga Wiadomości AI","description":"Zespół AI Marktechpost wydał ToKen Saver, otwartoźródłowe rozszerzenie MCP dla Claude Desktop, które pobiera pliki PDF na urządzeniach za pomocą natywnego hybrydowego RAG-u, bez ko...","url":"https://www.aioga.com/pl/news/cms782fxi02w4ro2evmcwz6uj/","contentTranslated":true,"sourceHash":"08caf397c1d648b1","translatedAt":"2026-07-30T08:24:17.779Z"}}}}