[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"pack-detail-lawyer-ai-contract-kit-zh":3,"seo:pack:lawyer-ai-contract-kit:zh":95},{"code":4,"message":5,"data":6},200,"操作成功",{"pack":7},{"slug":8,"icon":9,"tone":10,"status":11,"status_label":12,"title":13,"description":14,"items":15,"install_cmd":94},"lawyer-ai-contract-kit","⚖️","#1E3A8A","new","本周新建","律师的 AI 合同审查工具包","面向公司法务、律所 associate 和独立律师：用 AI 审改合同、建条款库、处理 NDA\u002FMSA 的十件套，全程考虑保密。归档 → OCR → 本地大模型（机密草稿不出本机）→ 条款 RAG → 调云端时的脱敏代理 → 电子签。按顺序装。",[16,28,36,43,51,58,66,73,81,87],{"id":17,"uuid":18,"slug":19,"title":20,"description":21,"author_name":22,"view_count":23,"vote_count":24,"lang_type":25,"type":26,"type_label":27},4300,"8fd81473-1f25-4d7b-af3b-7676ff1aefc3","claude-code-agent-legal-advisor-8fd81473","Claude Code Agent: Legal Advisor","Legal documentation and compliance specialist. Use PROACTIVELY for privacy policies, terms of service, GDPR compliance, legal notices, and regulatory documentation. Expert in...","TokRepo精选",35,0,"en","skill","Skill",{"id":29,"uuid":30,"slug":31,"title":32,"description":33,"author_name":34,"view_count":35,"vote_count":24,"lang_type":25,"type":26,"type_label":27},3456,"3784121e-4e62-11f1-9bc6-00163e2b0d79","papra-minimalistic-self-hosted-document-archiving-3784121e","Papra — Minimalistic Self-Hosted Document Archiving","A lightweight, self-hosted document archiving platform for organizing and preserving receipts, invoices, contracts, and other important files with tagging, full-text search, and a clean web interface.","Script Depot",83,{"id":37,"uuid":38,"slug":39,"title":40,"description":41,"author_name":34,"view_count":42,"vote_count":24,"lang_type":25,"type":26,"type_label":27},926,"de0041a5-34b7-11f1-9bc6-00163e2b0d79","paperless-ngx-self-hosted-document-management-ocr-de0041a5","Paperless-ngx — Self-Hosted Document Management with OCR","Paperless-ngx is an open-source document management system that scans, OCRs, indexes, and archives all your physical and digital documents for full-text search.",249,{"id":44,"uuid":45,"slug":46,"title":47,"description":48,"author_name":49,"view_count":50,"vote_count":24,"lang_type":25,"type":26,"type_label":27},65,"8341096b-7590-4442-89c1-431ce880d106","claude-official-skill-pdf-read-create-edit-pdfs-8341096b","Claude Official Skill: PDF — Read, Create & Edit PDFs","Claude Code skill for PDF files. Read content, extract data, create new PDFs, merge documents, and convert formats. Activates automatically.","Anthropic",192,{"id":52,"uuid":53,"slug":54,"title":55,"description":56,"author_name":34,"view_count":57,"vote_count":24,"lang_type":25,"type":26,"type_label":27},758,"3ac555d9-d75c-4208-ba46-974e4a717234","zerox-zero-shot-pdf-ocr-ai-pipelines-3ac555d9","Zerox — Zero-Shot PDF OCR for AI Pipelines","Extract text from any PDF using vision models as OCR. Zerox converts PDF pages to images then uses GPT-4o or Claude to extract clean markdown without training.",205,{"id":59,"uuid":60,"slug":61,"title":62,"description":63,"author_name":64,"view_count":65,"vote_count":24,"lang_type":25,"type":26,"type_label":27},278,"7b703194-ec0f-4244-a98e-3ec206a883b8","jan-offline-ai-desktop-app-full-privacy-7b703194","Jan — Offline AI Desktop App with Full Privacy","Jan is an open-source ChatGPT alternative that runs LLMs locally with full privacy. 41.4K+ GitHub stars. Desktop app for Windows\u002FmacOS\u002FLinux, OpenAI-compatible API, MCP support. Apache 2.0.","AI Open Source",215,{"id":67,"uuid":68,"slug":69,"title":70,"description":71,"author_name":34,"view_count":72,"vote_count":24,"lang_type":25,"type":26,"type_label":27},162,"0eefb7ad-754e-4f35-8967-586ebf4c2a6a","ollama-run-llms-locally-0eefb7ad","Ollama — Run LLMs Locally","Run large language models locally on your machine. Supports Llama 3, Mistral, Gemma, Phi, and dozens more. One-command install, OpenAI-compatible API.",197,{"id":74,"uuid":75,"slug":76,"title":77,"description":78,"author_name":79,"view_count":80,"vote_count":24,"lang_type":25,"type":26,"type_label":27},2820,"e8255b25-1bb1-47a8-bff9-ca5a445ce3f1","cherry-studio-knowledge-base-local-rag-with-50-formats","Cherry Studio Knowledge Base — Local RAG with 50+ Formats","Cherry Studio Knowledge Base ingests PDFs, Office docs, Markdown into a local vector index. Query offline, BYOK any LLM. Data stays on your machine.","Cherry Studio",129,{"id":82,"uuid":83,"slug":84,"title":85,"description":86,"author_name":34,"view_count":44,"vote_count":24,"lang_type":25,"type":26,"type_label":27},3580,"332ca033-ee02-5115-a344-ab9d8fa85be3","pasteguard-local-privacy-proxy-for-ai-tools","pasteguard — Local Privacy Proxy for AI Tools","PasteGuard is an open-source local proxy that masks API keys, emails, and PII before requests reach OpenAI\u002FAnthropic. Start via Docker.",{"id":88,"uuid":89,"slug":90,"title":91,"description":92,"author_name":64,"view_count":93,"vote_count":24,"lang_type":25,"type":26,"type_label":27},875,"f8e25455-3474-11f1-9bc6-00163e2b0d79","documenso-open-source-document-signing-platform-f8e25455","Documenso — Open Source Document Signing Platform","Documenso is an open-source DocuSign alternative for self-hosted document signing with PDF e-signatures, audit trails, and Next.js stack.",221,"tokrepo install pack\u002Flawyer-ai-contract-kit",{"pageType":96,"pageKey":8,"locale":97,"title":98,"metaDescription":99,"h1":100,"tldr":101,"bodyMarkdown":102,"faq":103,"schema":119,"internalLinks":125,"citations":138,"wordCount":151,"generatedAt":152},"pack","zh","律师的 AI 合同审查工具包 — 10 件套，保密优先","面向公司法务和律所 associate 的保密优先栈：Papra 归档 \u002F Paperless-ngx OCR \u002F Claude PDF Skill \u002F Zerox \u002F Jan + Ollama 本地审改 \u002F Cherry Studio 条款 RAG \u002F pasteguard 调云脱敏代理 \u002F Documenso 电子签。按顺序装。","律师的 AI 合同审查工具包 — 保密优先的栈","十件套按真实审查流水线排：先把合同收进自托管档案 → OCR 成干净文本 → 在**本地大模型**上做审改（机密草稿不出本机）→ 从你自己的条款库里检索先例 → 真要调云端模型时走脱敏代理 → 用你自己控制的开源电子签收尾。是工程基础设施，不是法律意见。","## 这个 pack 包含什么\n\n这是给「不情愿地承认 AI 确实能在合同审查上省几小时、又被把 MSA 草稿粘进公网 chatbot 的合规风险吓退」的律师准备的栈。整套围绕一条原则建：**文档越敏感、处理越本地化**。云端大模型还在，但只能走脱敏代理、只能用于非机密或已经脱敏的内容。\n\n本 kit 里没有任何东西是法律意见，也没有任何东西能替代律师的专业判断。这些是基础设施 — 让你这位律师能在机械性的部分（抽取当事人、找赔偿条款、标记缺失的通知条款）跑得更快，把可计费小时数留给真正需要专业判断的部分（管辖法纠纷、商业风险、客户策略）。\n\n## 推荐安装顺序（收 → 审 → 条款库 → 改 → 出）\n\n1. **Claude Code Agent: Legal Advisor** — 针对法律文档和合规任务的子 agent profile。当编排器用：它知道什么时候要问文档类型、要抽取哪些字段、怎么组织 review 输出。**不是**律师的替代品；当成「会写第一稿的初级 paralegal」用。\n2. **Papra** — 极简自托管文档归档。所有传进来的合同先进这里。自托管 = 客户文档落在你自己的基础设施上，不在第三方 SaaS。按对手方、matter、状态打标签。\n3. **Paperless-ngx** — 带 OCR 和自动打标签的完整文档管理系统。Papra 不够用时（你有几百份已签约合同，要在正文里全文搜索而不只是文件名）就上 Paperless-ngx。\n4. **Claude Official Skill: PDF** — 在 Claude Code 里读、建、改 PDF。日常工具：打开对手方草稿、抽签字块、把批注写回同一份文件。\n5. **Zerox** — 为 AI 流水线设计的零样本 PDF OCR。专门处理「传真的复印的传真件」级别的烂扫描件，输出结构化文本可直接送给后续 LLM 审改，不用手工清洗。\n6. **Jan** — 完全本地、完全隐私的桌面 AI 应用。**机密草稿真正住在这里**做 review。不联网、不落云端日志。模型在你机器上跑、文档不出本机。\n7. **Ollama** — 跑 Jan（以及其它一切本地任务）背后的开源大模型。Llama 3.x 或 Qwen 合理量化版能很好地完成常规条款比对和抽取；前沿云端模型留给真正难的推理，并且走下面的脱敏代理。\n8. **Cherry Studio Knowledge Base** — 50+ 文件格式的本地 RAG。这是你的**条款库**：把你所在所偏好的赔偿条款语言、所有你签过的 MSA、你的家用 NDA 模板都喂进去。agent 用相似度检索先例，不用瞎猜。\n9. **pasteguard** — AI 工具的本地隐私代理。当某个任务确实需要前沿云端模型时，pasteguard 坐在你和 API 之间，**在请求离开本机之前**抹掉姓名、地址、金额和其它可配置的 pattern；响应回来时再还原。\n10. **Documenso** — 开源 DocuSign 替代品。改完定稿后，最终文件走一个你自托管的电子签平台。审计链路留在你自己的基础设施上，关于这个 matter 的痕迹不会落在你不控制的 SaaS 日志里。\n\n## 它们怎么协同\n\n```\n  对手方草稿 ─► Papra \u002F Paperless-ngx （收件 + OCR + 归档）\n                    │\n                    ▼\n          Claude PDF Skill \u002F Zerox\n          （抽取文本 + 结构化）\n                    │\n                    ▼\n      ┌───── Legal Advisor agent ─────┐\n      │     （编排整个 review）         │\n      │       ▲                       │\n      │       │ 检索先例               │\n      │       └─ Cherry Studio（条款 RAG）│\n      └───────────────┬────────────────┘\n                      ▼\n         ┌─ 本地审改路径 ─┐     ┌─ 云端路径（少用）─┐\n         │  Jan + Ollama  │     │  pasteguard ──► API│\n         │ （机密文档）    │     │ （脱敏→调用→还原） │\n         └────────┬───────┘     └────────┬─────────┘\n                  └────────┬───────────────┘\n                           ▼\n                      Documenso\n                  （自托管电子签）\n```\n\n## 你会遇到的取舍\n\n- **云端 vs 本地处理机密文档**。云端前沿模型今天在长上下文法律推理上更强；本地模型在「不泄漏你客户的并购草稿」上压倒性更强。本 pack 偏本地，因为泄漏的代价（特免权放弃、过失追偿）是不对称的。默认本地；只在 pasteguard 后面、只在非敏感内容上用云端。\n- **AI 审改 vs 人工审改**。AI 稳定地擅长找「该有但没有的东西」（缺通知条款、没管辖法）、抽结构化数据、比对两版草稿。它**不**稳定地擅长判断某处偏离是否重要 — 那还是律师的活。让 agent 做第一稿；输出永远不能不读就接受。\n- **自托管 DMS vs Clio \u002F iManage**。Papra 和 Paperless-ngx 赢在数据主权和成本；输在和法律 tech 生态（计时、计费、利益冲突检查）的集成。已经在用托管 DMS 的话，留着它，本栈只挂一层 AI 增强进去。\n- **一个本地模型 vs 前沿模型**。7B–14B 本地模型在大多数条款级任务上够用。它会漏 200B+ 前沿模型能抓到的微妙之处。这对 triage 可以接受；作为终审不行。本 pack 假定你 — 这个人类律师 — 仍然是最后一步。\n\n## 常见踩坑\n\n- **用云端聊天导致特免权放弃的风险**。把受特免权保护的内容粘进消费级 chatbot — 取决于管辖法和条款 — 可能构成向第三方披露。pasteguard 加本地优先的模型就是为了把这个风险去掉；不要因为觉得「多此一举」就跳过这两层。\n- **盲信 AI 对辖区法的细节**。前沿模型会自信地用纽约州的逻辑回答特拉华州的问题。永远**先**看 governing-law 条款，引用的规则永远去查原始文献核对。\n- **把抽取当成判断**。agent 标出一个不寻常的赔偿上限，**不代表**这个上限对当前交易就不合理。抽取是机械动作；定性风险是专业判断。在工作流里把两步分开。\n- **条款库没有版本控制**。Cherry Studio 装着你的先例语料。备份、版本化。如果一个 junior 不小心把对手方的机密条款喂进了你的库，下次交易里冒出来，你麻烦了。\n- **跳过 OCR**。直接对一份扫描 PDF 跑 LLM 是在烧 token 还产生垃圾抽取。先 Zerox 或 Paperless-ngx 的 OCR；再 LLM。",[104,107,110,113,116],{"q":105,"a":106},"对一份机密合同用云端 LLM 到底合不合规？","取决于你的管辖法、服务商的条款（企业级 zero-retention 计划和消费级免费版完全是两回事）、以及保密义务的类型。可辩护的默认值：假设任何消费级 chatbot 都可能拿你的输入做训练或留存，把这件事当成对第三方披露，只对经 pasteguard 这类工具脱敏过的文档、或在合同里写明 zero-retention 的企业计划上才用云端模型。本 pack 偏本地优先，就是因为这个姿态从根上把这个问题绕开了。",{"q":108,"a":109},"我能不能把 agent 的审改结果当成终审？","不能。本 kit 里的任何工具 — 不论 Claude、Llama 还是任何现役前沿模型 — 都不应该是你正在出意见的合同的最后一双眼。它们在抽取、比对、找明显缺失上很强；在判断某处具体偏离是否构成商业或法律风险上不可靠。把 AI 输出当作初级 associate 的第一稿：有用、经常是对的、但永远不能不经你读就接受。",{"q":111,"a":112},"今晚就能在笔记本上跑起来的最小版本是什么？","三件套：Ollama（一条安装命令，拉一个 Llama 3 或 Qwen 量化版）+ Jan（和 Ollama 对话的桌面 UI）+ Claude Official Skill: PDF（你已经在用 Claude Code 的话）。这就能在桌面应用里拖入文档、做完全本地的条款比对和审改 — 还没有归档、没有条款库 RAG、没有电子签，但够你感受本地 LLM 审改是不是适合你的实务，再决定是否把剩下的搭起来。",{"q":114,"a":115},"为啥两个文档工具 Papra 和 Paperless-ngx 都要？","规模不一样。Papra 是极简归档 — 上手快、UI 友好，适合独立律师或小型 in-house 团队，只是要一个打了标签的合同收件箱。Paperless-ngx 是带 OCR、自动打标、正文全文搜索的完整 DMS — 每月十份合同时它过重，几千份时它必不可少。大多数律师从 Papra 起步、规模上来后迁到 Paperless-ngx；有些人两套都跑（Papra 跑活跃 matter、Paperless-ngx 当长期档案）。",{"q":117,"a":118},"Cherry Studio 的条款库和 Brightflag、Heretto 这种先例管理产品比怎么样？","Cherry Studio 是本地 RAG 工具，不是法律 tech 产品。它能吃你所偏好条款的 Word 文件、过往已执行协议、家用 playbook，在 review 时检索相关先例。它**不**处理利益冲突检查、计费规则，或专门的先例管理产品自带的工作流功能。适用场景：独立律师和小型 in-house 团队，想要不签企业级法律 tech 合同的、私有、本地的先例搜索。",{"@context":120,"@type":121,"name":13,"description":122,"numberOfItems":123,"inLanguage":124},"https:\u002F\u002Fschema.org","ItemList","十件保密优先的工具，给用 AI 审改合同、建条款库、处理 NDA\u002FMSA 的律师 — 偏本地模型，机密草稿不出本机。",10,"zh-CN",[126,130,134],{"url":127,"anchor":128,"reason":129},"\u002Fzh\u002Fai-tools-for\u002Fdocument-processing","AI 文档处理工具","本 pack 之外更大的 OCR \u002F 抽取 \u002F 文档工具目录",{"url":131,"anchor":132,"reason":133},"\u002Fzh\u002Fai-tools-for\u002Fprivacy","隐私优先的 AI 工具","本 pack 的保密优先姿态属于 TokRepo 上更大的隐私优先目录",{"url":135,"anchor":136,"reason":137},"\u002Fzh\u002Ffeatured","TokRepo 精选资产","这十个资产是更大的 agent-ready 精选目录的一部分",[139,143,147],{"claim":140,"source_name":141,"source_url":142},"Papra 是极简的自托管文档归档平台","Papra GitHub 仓库","https:\u002F\u002Fgithub.com\u002Fpapra-hq\u002Fpapra",{"claim":144,"source_name":145,"source_url":146},"Paperless-ngx 是社区维护的、自带 OCR 的文档管理系统","Paperless-ngx 官方文档","https:\u002F\u002Fdocs.paperless-ngx.com\u002F",{"claim":148,"source_name":149,"source_url":150},"Ollama 让你在自己机器上本地跑开源大模型","Ollama 官网","https:\u002F\u002Follama.com\u002F",1750,"2026-05-22T12:00:00Z"]