{
  "categories": [
    {
      "id": "section-0",
      "name": "最新",
      "count": 4
    },
    {
      "id": "section-1",
      "name": "AI助手",
      "count": 47
    },
    {
      "id": "section-2",
      "name": "AI编程",
      "count": 41
    },
    {
      "id": "section-3",
      "name": "AI内容",
      "count": 26
    },
    {
      "id": "section-4",
      "name": "AI图像",
      "count": 49
    },
    {
      "id": "section-5",
      "name": "AI音视频",
      "count": 23
    },
    {
      "id": "section-6",
      "name": "AI办公",
      "count": 37
    },
    {
      "id": "section-7",
      "name": "AI学习",
      "count": 20
    },
    {
      "id": "section-8",
      "name": "AI开发平台",
      "count": 55
    },
    {
      "id": "section-9",
      "name": "云服务",
      "count": 18
    },
    {
      "id": "section-10",
      "name": "协作工具",
      "count": 22
    },
    {
      "id": "section-11",
      "name": "其他",
      "count": 88
    }
  ],
  "tools": {
    "section-0": [
      {
        "name": "Tabnine",
        "url": "https://www.tabnine.com",
        "desc": "AI代码补全工具,支持多种编程语言和IDE",
        "rating": 4.8,
        "tags": [
          "code",
          "dev",
          "ide"
        ],
        "icon": "https://www.tabnine.com/wp-content/uploads/2024/09/cropped-tabnine-favicon-32x32.png"
      },
      {
        "name": "Claude Code",
        "url": "https://docs.anthropic.com/en/docs/claude-code",
        "desc": "Anthropic 终端/CLI 编码代理，擅长大仓库上下文任务。",
        "rating": 4.6,
        "tags": [
          "cli",
          "agent"
        ],
        "icon": "https://cdn.prod.website-files.com/6889473510b50328dbb70ae6/689f4a9aff1f63fde75cf733_favicon.png",
        "verdict": {
          "zh": "适合复杂改动与仓库级导航；不适合跳过 CI/CD 守卫直接合并。",
          "en": "Repo-scale tasks; still gate merges."
        }
      },
      {
        "name": "Jasper",
        "url": "https://www.jasper.ai",
        "desc": "AI写作助手,用于营销文案和内容创作",
        "rating": 3.7,
        "tags": [
          "writing",
          "copy",
          "content"
        ],
        "icon": "https://cdn.prod.website-files.com/6807ee8d73c233fb82842313/681e121b52f97ed0b2098aab_Favicon.png"
      },
      {
        "name": "Fastread",
        "url": "https://fastread.tech/",
        "desc": "AI 阅读工作室：无限画布与三栏编辑器，把 Markdown / RSS 等内容整理成可分享的卡片图（PNG/JPG），支持智能优化与批量导出。",
        "rating": 4.7,
        "tags": [
          "read",
          "studio",
          "cards"
        ],
        "icon": "assets/fastread.svg",
        "verdict": {
          "zh": "适合要把长文、订阅源整理成社交卡片与工作流的创作者；不适合只想单次剪藏、不需要排版导出的人。",
          "en": "Strong when you pipeline long reads/RSS into shareable cards; skip if you only need one-off clipping without export layouts."
        },
        "isPromo": true
      }
    ],
    "section-1": [
      {
        "name": "通义千问",
        "url": "https://qianwen.aliyun.com",
        "desc": "阿里云研发的通义千问大模型",
        "rating": 4.6,
        "tags": [
          "chat",
          "ai",
          "alibaba"
        ],
        "icon": "https://img.alicdn.com/imgextra/i4/O1CN01Qd3F9s1ilWmLJo56P_!!6000000004453-55-tps-51-51.svg",
        "verdict": {
          "zh": "适合中文办公与阿里云生态用户；不适合强依赖境外独占模型的深度科研管线。",
          "en": "Strong for Chinese workplace copy and Alibaba-adjacent workflows; weaker if you must standardize on one non-CN frontier model."
        }
      },
      {
        "name": "豆包",
        "url": "https://doubao.com",
        "desc": "豆包是你的 AI 聊天智能对话问答助手，写作文案翻译情感陪伴编程全能工具。豆包为你答疑解惑，提供灵感，辅助创作，也可以和你畅聊任何你感兴趣的话题。",
        "rating": 4.5,
        "tags": [
          "chat",
          "assistant",
          "multi-tool"
        ],
        "icon": "https://lf-flow-web-cdn.doubao.com/obj/flow-doubao/doubao/chat/favicon.png",
        "verdict": {
          "zh": "适合日常对话、文案与轻量多任务；不适合替代垂直领域的合规审计工具链。",
          "en": "Good everyday chat + lightweight drafting; not a compliance-grade vertical audit suite."
        }
      },
      {
        "name": "免费gpt,Gemini",
        "url": "https://gemini.programnotes.cn",
        "desc": "google提供的Gemini系列大模型,提供免费大模型(类chatgpt),可在线使用",
        "rating": 4.1,
        "tags": [
          "free",
          "google",
          "gemini"
        ],
        "icon": "https://nav.programnotes.cn/red.svg",
        "verdict": {
          "zh": "适合临时免费体验 Gemini 系列；不适合 SLA 与稳定密钥生产环境。",
          "en": "Handy free Gemini tasting; not production SLA or key hygiene."
        }
      },
      {
        "name": "免费gpt",
        "url": "https://gpt.programnotes.cn",
        "desc": "提供免费大模型(类chatgpt),可在线使用",
        "rating": 4.0,
        "tags": [
          "free",
          "gpt",
          "online"
        ],
        "icon": "https://nav.programnotes.cn/red.svg",
        "verdict": {
          "zh": "适合应急免费 ChatGPT 类似体验；不适合隐私敏感或长线密钥治理。",
          "en": "Emergency free GPT-like UX; skip for privacy-critical long-lived keys."
        }
      },
      {
        "name": "302.ai",
        "url": "https://302.ai",
        "desc": "按需付费，零月费，零门槛使用各种类型AI。",
        "rating": 3.9,
        "tags": [
          "pay-per-use",
          "ai",
          "services"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=302.ai&sz=64",
        "verdict": {
          "zh": "适合按需点数偶尔用多家模型；不适合重度稳定订阅计价建模。",
          "en": "Pay-per-blip multi-tool usage; weak if you want predictable heavy subscriptions."
        }
      },
      {
        "name": "DeepSeek",
        "url": "https://www.deepseek.com/",
        "desc": "国产通用大模型与推理模型（DeepSeek-V 系列），支持对话与 API。",
        "rating": 4.6,
        "tags": [
          "chat",
          "api",
          "cn"
        ],
        "icon": "https://www.deepseek.com/favicon.ico",
        "verdict": {
          "zh": "适合高性价比推理与中文场景；不适合把它当成合规终审的唯一依据。",
          "en": "Strong CN inference/value; not sole compliance arbiter."
        },
        "isPromo": true
      },
      {
        "name": "Kimi（月之暗面）",
        "url": "https://kimi.moonshot.cn/",
        "desc": "长上下文助手与多模态对话，适合读长文与资料整理。",
        "rating": 4.5,
        "tags": [
          "chat",
          "long context"
        ],
        "icon": "https://statics.moonshot.cn/kimi-web-seo/favicon.ico",
        "verdict": {
          "zh": "适合长文档摘要与对照阅读；不适合离线保密文档默认上传。",
          "en": "Great for long-doc skim; avoid default uploads for classified docs."
        }
      },
      {
        "name": "智谱清言",
        "url": "https://chatglm.cn/",
        "desc": "智谱 AI 多模型对话与工具调用入口（GLM 系列）。",
        "rating": 4.4,
        "tags": [
          "chat",
          "glm"
        ],
        "icon": "https://chatglm.cn/favicon.ico",
        "verdict": {
          "zh": "适合政企口吻与中文工具链；不适合替代专用数值仿真软件。",
          "en": "CN tooling tone; not a CAE replacement."
        }
      },
      {
        "name": "Poe",
        "url": "https://poe.com/",
        "desc": "Quora 聚合的多模型对话入口（Bot 生态）。",
        "rating": 4.2,
        "tags": [
          "chat",
          "aggregator"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=poe.com&sz=64",
        "verdict": {
          "zh": "适合快速对比多家模型回复；不适合替代企业自建审计日志。",
          "en": "Quick model comparison; weak enterprise audit story."
        }
      },
      {
        "name": "Anthropic Claude",
        "url": "https://claude.ai/",
        "desc": "Anthropic 旗舰助手与长上下文体验入口。",
        "rating": 4.7,
        "tags": [
          "chat",
          "reasoning"
        ],
        "icon": "https://cdn.prod.website-files.com/6889473510b50328dbb70ae6/689f4a9aff1f63fde75cf733_favicon.png",
        "verdict": {
          "zh": "适合复杂写作与政策敏感度较高的草稿；不适合无人复核的对外承诺。",
          "en": "Strong drafts; no unsupervised client commitments."
        }
      },
      {
        "name": "腾讯元宝",
        "url": "https://yuanbao.tencent.com/",
        "desc": "腾讯混元生态的智能助手与插件入口。",
        "rating": 4.2,
        "tags": [
          "chat",
          "tencent"
        ],
        "icon": "https://static.yuanbao.tencent.com/m/yuanbao-web/favicon_new@32.png",
        "verdict": {
          "zh": "适合微信生态用户的日常问答；不适合高精度科研数值推导首选。",
          "en": "Daily Tencent-ecosystem Q&A; not CAS-tier math."
        }
      },
      {
        "name": "知乎 · AI",
        "url": "https://www.zhihu.com/topic/19552330",
        "desc": "中文问答社区的 AI 话题聚合（科普与实践）。",
        "rating": 4.3,
        "tags": [
          "zh",
          "q&a"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.zhihu.com&sz=64",
        "verdict": {
          "zh": "适合中文通俗解读与实践笔记；引用请交叉验证。",
          "en": "CN explainers; cross-check citations."
        }
      },
      {
        "name": "Sentry AI Fixes",
        "url": "https://sentry.io/",
        "desc": "错误监控产品中集成的问题摘要与修复建议（偏运维闭环）。",
        "rating": 4.2,
        "tags": [
          "observability",
          "fix"
        ],
        "icon": "https://sentry.io/favicon.ico",
        "verdict": {
          "zh": "适合线上报错上下文缩短 MTTR；不是通用代码生成器。",
          "en": "Incident MTTR; not general codegen."
        }
      },
      {
        "name": "ChatGPT",
        "url": "https://chat.openai.com",
        "desc": "OpenAI开发的AI聊天助手,基于GPT模型",
        "rating": 4.9,
        "tags": [
          "chat",
          "assistant",
          "llm"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=chat.openai.com&sz=64"
      },
      {
        "name": "Gemini",
        "url": "https://gemini.google.com",
        "desc": "Google开发的多模态AI助手",
        "rating": 4.7,
        "tags": [
          "chat",
          "assistant",
          "llm"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=gemini.google.com&sz=64"
      },
      {
        "name": "Microsoft Copilot",
        "url": "https://copilot.microsoft.com/",
        "desc": "必应生态的多模态对话助手（网页端）。",
        "rating": 4.4,
        "tags": [
          "search",
          "chat"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=copilot.microsoft.com&sz=64",
        "verdict": {
          "zh": "适合检索增强的日常问答；引用仍需核验。",
          "en": "Search-augmented chat; verify citations."
        }
      },
      {
        "name": "Pi.ai",
        "url": "https://pi.ai/",
        "desc": "Inflection 旗下偏情感陪伴口吻的对话产品。",
        "rating": 4.1,
        "tags": [
          "chat",
          "companion"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=pi.ai&sz=64",
        "verdict": {
          "zh": "适合轻松对话与头脑风暴；非专业顾问替代。",
          "en": "Casual brainstorming; not professional advice."
        }
      },
      {
        "name": "YouChat",
        "url": "https://you.com/",
        "desc": "You.com 内置模型对话与联网检索组合。",
        "rating": 4.2,
        "tags": [
          "search",
          "chat"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=you.com&sz=64",
        "verdict": {
          "zh": "适合对照搜索引擎答案；模型标识随版本调整。",
          "en": "Compare SERP answers; watch rebranding."
        }
      },
      {
        "name": "Mistral Chat",
        "url": "https://chat.mistral.ai/",
        "desc": "Mistral 官方对话界面（Le Chat）。",
        "rating": 4.4,
        "tags": [
          "eu",
          "chat"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=chat.mistral.ai&sz=64",
        "verdict": {
          "zh": "适合关注欧盟模型的团队试用；功能迭代跟随官网。",
          "en": "EU-model trials; follow changelog."
        }
      },
      {
        "name": "xAI Grok",
        "url": "https://x.ai/",
        "desc": "xAI Grok 系列对话入口（与 X 生态绑定）。",
        "rating": 4.2,
        "tags": [
          "chat",
          "x"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=x.ai&sz=64",
        "verdict": {
          "zh": "适合实时话题试探；言论风控策略与其他厂商不同。",
          "en": "Realtime vibes; different moderation stance."
        }
      },
      {
        "name": "Meta AI",
        "url": "https://www.meta.ai/",
        "desc": "Meta 多模态助手入口（因地区与账号而异）。",
        "rating": 4.3,
        "tags": [
          "meta",
          "multimodal"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.meta.ai&sz=64",
        "verdict": {
          "zh": "适合已有 Meta 账号的用户；可用地区差异大。",
          "en": "Region/account gated."
        }
      },
      {
        "name": "HuggingChat",
        "url": "https://huggingface.co/chat",
        "desc": "开源模型在线试用对话（HF Chat）。",
        "rating": 4.3,
        "tags": [
          "oss",
          "chat"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=huggingface.co&sz=64",
        "verdict": {
          "zh": "适合试验开源权重；延迟与配额随负载波动。",
          "en": "OSS trials; variable quotas."
        }
      },
      {
        "name": "Open Assistant（归档参考）",
        "url": "https://openassistant.io/",
        "desc": "开源对话助手项目页面（社区文档与学习用途）。",
        "rating": 4.0,
        "tags": [
          "oss",
          "legacy"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=openassistant.io&sz=64",
        "verdict": {
          "zh": "适合了解开放式对齐叙事；活跃度请自查仓库。",
          "en": "Education; check repo freshness."
        }
      },
      {
        "name": "Snapchat My AI",
        "url": "https://www.snapchat.com/",
        "desc": "社交平台内置助手（偏年轻用户）。",
        "rating": 3.9,
        "tags": [
          "social",
          "mobile"
        ],
        "icon": "https://static.snapchat.com/images/favicon/favicon-192x192.png",
        "verdict": {
          "zh": "适合轻度问答；不适合严肃文档协作。",
          "en": "Casual mobile Q&A."
        }
      },
      {
        "name": "Z.ai（国际对话入口示例）",
        "url": "https://chat.z.ai/",
        "desc": "部分厂商提供的国际版对话入口（随官方域名策略变更请以官网为准）。",
        "rating": 4.1,
        "tags": [
          "chat",
          "web"
        ],
        "icon": "https://z-cdn.chatglm.cn/z-ai/static/logo.svg",
        "verdict": {
          "zh": "适合交叉试用模型；登录与区域策略留意合规。",
          "en": "Cross-vendor trials; mind regional policy."
        }
      },
      {
        "name": "DeepSeek Chat",
        "url": "https://chat.deepseek.com/",
        "desc": "DeepSeek 官方网页对话（与 API 账号体系可能分立）。",
        "rating": 4.5,
        "tags": [
          "cn",
          "reasoning"
        ],
        "icon": "https://fe-static.deepseek.com/chat/favicon.svg",
        "verdict": {
          "zh": "适合推理题与代码草稿；企业部署请看私有化方案。",
          "en": "Reasoning drafts; enterprise needs VPC offers."
        },
        "isPromo": true
      },
      {
        "name": "百川助手网页版",
        "url": "https://chat.baichuan-ai.com/",
        "desc": "百川智能网页对话入口（能力与套餐以官网为准）。",
        "rating": 4.2,
        "tags": [
          "cn",
          "chat"
        ],
        "icon": "https://chat.baichuan-ai.com/favicon.ico",
        "verdict": {
          "zh": "适合中文闲聊与文案起手；引用事实请二次查证。",
          "en": "CN drafts; fact-check."
        }
      },
      {
        "name": "HyperWrite",
        "url": "https://hyperwriteai.com/",
        "desc": "浏览器侧写作助手与命令面板。",
        "rating": 4.1,
        "tags": [
          "chrome",
          "assistant"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=hyperwriteai.com&sz=64",
        "verdict": {
          "zh": "适合网页表单与邮件速写；长文档结构仍需大纲工具。",
          "en": "Web-first snippets."
        }
      },
      {
        "name": "ShortlyAI（整合变迁）",
        "url": "https://www.shortlyai.com/",
        "desc": "长文续写工具（品牌常有整合，购买前核对官网）。",
        "rating": 4.0,
        "tags": [
          "longform",
          "assist"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.shortlyai.com&sz=64",
        "verdict": {
          "zh": "适合打断卡文的续写；商业化路径多变。",
          "en": "Churning commercial roadmap."
        }
      },
      {
        "name": "Komo Search",
        "url": "https://komo.ai/",
        "desc": "对话式搜索起始页产品（迭代较快）。",
        "rating": 4.0,
        "tags": [
          "chat",
          "search"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=komo.ai&sz=64",
        "verdict": {
          "zh": "适合尝鲜对话检索；引用格式留意导出需求。",
          "en": "Experimental UI churn."
        }
      },
      {
        "name": "Walnut.ai（创投雷达示例）",
        "url": "https://walnut.ai/",
        "desc": "面向投资人的公司语义检索（垂直场景）。",
        "rating": 4.0,
        "tags": [
          "vc",
          "radar"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=walnut.ai&sz=64",
        "verdict": {
          "zh": "适合赛道扫描；投资决策需 primary diligence。",
          "en": "Deal sourcing only."
        }
      },
      {
        "name": "Nvidia ChatRTX（本地）",
        "url": "https://www.nvidia.com/en-us/ai-on-rtx/chatrtx/",
        "desc": "RTX 显卡本地检索聊天演示（Windows）。",
        "rating": 4.2,
        "tags": [
          "local",
          "gpu"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.nvidia.com&sz=64",
        "verdict": {
          "zh": "适合离线私有文档试点；硬件门槛高。",
          "en": "Local-first; GPU-bound."
        }
      },
      {
        "name": "CapCut（剪映）AI",
        "url": "https://www.capcut.com/",
        "desc": "字节系移动端剪辑内置字幕与模板特效（地域差异）。",
        "rating": 4.5,
        "tags": [
          "mobile",
          "short"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.capcut.com&sz=64",
        "verdict": {
          "zh": "适合短视频矩阵运营；专业调色受限。",
          "en": "Ops-scale shorts; limited grading."
        }
      },
      {
        "name": "Airtable AI",
        "url": "https://www.airtable.com/",
        "desc": "表格视图内的字段级生成与分类。",
        "rating": 4.3,
        "tags": [
          "database",
          "no-code"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.airtable.com&sz=64",
        "verdict": {
          "zh": "适合市场运营素材库；字段级权限要预先建模。",
          "en": "Model ACLs early."
        }
      },
      {
        "name": "Mem.ai",
        "url": "https://mem.ai/",
        "desc": "自组织工作空间与对话式检索记忆。",
        "rating": 4.1,
        "tags": [
          "memory",
          "search"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=mem.ai&sz=64",
        "verdict": {
          "zh": "适合碎片化灵感聚合；长期归档合规需自建策略。",
          "en": "Compliance for archives DIY."
        }
      },
      {
        "name": "钉钉 AI 助理",
        "url": "https://www.dingtalk.com/",
        "desc": "阿里钉钉内的对话助理与应用插件生态。",
        "rating": 4.2,
        "tags": [
          "cn",
          "im"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.dingtalk.com&sz=64",
        "verdict": {
          "zh": "适合政企 IM 一体化；创意写作非主攻。",
          "en": "Gov/enterprise IM bias."
        }
      },
      {
        "name": "Spark Mail",
        "url": "https://sparkmailapp.com/",
        "desc": "跨平台邮箱内置 AI 摘要与优先级排序。",
        "rating": 4.2,
        "tags": [
          "email",
          "mobile"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=sparkmailapp.com&sz=64",
        "verdict": {
          "zh": "适合个人多账号聚合；企业 DLP 策略可能冲突。",
          "en": "May clash with DLP."
        }
      },
      {
        "name": "HubSpot AI",
        "url": "https://www.hubspot.com/",
        "desc": "CRM + 营销自动化套件内的文案与摘要（订阅分层）。",
        "rating": 4.4,
        "tags": [
          "crm",
          "inbound"
        ],
        "icon": "https://www.hubspot.com/hubfs/HubSpot_Logos/HubSpot-Inversed-Favicon.png",
        "verdict": {
          "zh": "适合 inbound 营销一体化；工程师文档站点不必强行迁入。",
          "en": "Marketing-cloud bias."
        }
      },
      {
        "name": "ActiveCampaign AI",
        "url": "https://www.activecampaign.com/",
        "desc": "邮件自动化场景内的文案与细分建议。",
        "rating": 4.2,
        "tags": [
          "email",
          "crm"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.activecampaign.com&sz=64",
        "verdict": {
          "zh": "适合中小企业生命周期邮件；中文本地化核对。",
          "en": "Check CN localization."
        }
      },
      {
        "name": "Klaviyo AI",
        "url": "https://www.klaviyo.com/",
        "desc": "DTC 邮件/SMS 细分与文案辅助。",
        "rating": 4.4,
        "tags": [
          "dtc",
          "sms"
        ],
        "icon": "https://www.klaviyo.com/icons/icon-32x32.png",
        "verdict": {
          "zh": "适合 Shopify 品牌；B2B 长周期销售漏斗偏弱。",
          "en": "Shopify-centric sweet spot."
        }
      },
      {
        "name": "Mailchimp AI",
        "url": "https://mailchimp.com/",
        "desc": "邮件营销内的主题行与内容生成。",
        "rating": 4.2,
        "tags": [
          "email",
          "smb"
        ],
        "icon": "https://mailchimp.com/release/plums/3a3e92cfc284c7bc.ico",
        "verdict": {
          "zh": "适合入门卖家；高级 Deliverability 仍需专家。",
          "en": "Deliverability experts still needed."
        }
      },
      {
        "name": "Instantly.ai",
        "url": "https://instantly.ai/",
        "desc": "冷邮件规模化发送与 AI 个性化片段（合规敏感）。",
        "rating": 4.1,
        "tags": [
          "outbound",
          "cold email"
        ],
        "icon": "https://cdn.prod.website-files.com/63860c8c65e7bef4a1eeebeb/63f62e4f7dc7e3426e9b7874_cleaned_rounded_favicon.png",
        "verdict": {
          "zh": "适合 B2B outbound 试验；务必遵守 CAN-SPAM/GDPR。",
          "en": "Legal compliance mandatory."
        }
      },
      {
        "name": "Amplitude AI（行为分析）",
        "url": "https://amplitude.com/",
        "desc": "产品分析内置异常检测与自然语言查询（演进）。",
        "rating": 4.5,
        "tags": [
          "analytics",
          "product"
        ],
        "icon": "https://amplitude.com/nextjs-public/favicon/favicon-32x32.png",
        "verdict": {
          "zh": "适合 PLG 团队闭环；埋点治理前置成本高。",
          "en": "Instrumentation tax."
        }
      },
      {
        "name": "Mixpanel AI",
        "url": "https://mixpanel.com/",
        "desc": "事件分析内的摘要与假设生成（套件）。",
        "rating": 4.4,
        "tags": [
          "analytics",
          "events"
        ],
        "icon": "https://framerusercontent.com/images/a4xoKYdwVP5A9yUo6k7AYtct5sQ.png",
        "verdict": {
          "zh": "适合移动端留存专题；与数据仓库直连架构单独评估。",
          "en": "Warehouse strategy separate."
        }
      },
      {
        "name": "NIST AI RMF",
        "url": "https://www.nist.gov/itl/ai-risk-management-framework",
        "desc": "AI 风险管理框架（合规对照）。",
        "rating": 4.6,
        "tags": [
          "governance",
          "risk"
        ],
        "icon": "https://www.nist.gov/themes/custom/nist_www/favicon.ico",
        "verdict": {
          "zh": "适合政企 AI 治理白皮书引用；不是工程实现教程。",
          "en": "Policy not engineering tutorial."
        }
      },
      {
        "name": "Tailscale",
        "url": "https://tailscale.com/",
        "desc": "基于 WireGuard 的零信任组网（商业）。",
        "rating": 4.7,
        "tags": [
          "vpn",
          "mesh"
        ],
        "icon": "https://tailscale.com/favicon.png",
        "verdict": {
          "zh": "适合远程访问内网服务；ACL 配错等于直通风险。",
          "en": "ACL mistakes risky."
        }
      },
      {
        "name": "Railway",
        "url": "https://railway.app/",
        "desc": "开发者友好的 PaaS（Git 推送部署）。",
        "rating": 4.5,
        "tags": [
          "paas",
          "dx"
        ],
        "icon": "https://railway.app/favicon.ico",
        "verdict": {
          "zh": "适合 MVP 快速上线；大规模 SLA 另评估企业合同。",
          "en": "Enterprise SLA separately."
        }
      }
    ],
    "section-2": [
      {
        "name": "iSlide",
        "url": "https://www.islide.cc",
        "desc": "简单好用的AiPPT插件",
        "rating": 4.2,
        "tags": [
          "ppt",
          "plugin",
          "office"
        ],
        "icon": "https://www.islide.cc/favicon.ico",
        "verdict": {
          "zh": "适合 Office/WPS 环境快速美化幻灯片；不适合抛弃插件生态的纯浏览器协作。",
          "en": "Slide polish inside Office/WPS; skip if you live fully in browser-only decks."
        }
      },
      {
        "name": "Dev.to",
        "url": "https://dev.to",
        "desc": "开发者社区和博客平台,分享技术文章和经验",
        "rating": 3.8,
        "tags": [
          "blog",
          "writing",
          "read"
        ],
        "icon": "https://media2.dev.to/dynamic/image/width=32,height=,fit=scale-down,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F8j7kvp660rqzt99zui8e.png"
      },
      {
        "name": "掘金",
        "url": "https://juejin.cn/",
        "desc": "中文开发者的技术文章与教程社区。",
        "rating": 4.5,
        "tags": [
          "dev",
          "zh"
        ],
        "icon": "https://lf-web-assets.juejin.cn/obj/juejin-web/xitu_juejin_web/static/favicons/favicon-32x32.png",
        "verdict": {
          "zh": "适合前端/工程实践笔记；不适合取代官方文档。",
          "en": "Engineering notes; still check docs."
        }
      },
      {
        "name": "GitHub Copilot",
        "url": "https://github.com/features/copilot",
        "desc": "AI编程助手,基于OpenAI Codex,提供智能代码补全",
        "rating": 4.1,
        "tags": [
          "code",
          "dev",
          "ide"
        ],
        "icon": "https://github.githubassets.com/favicons/favicon.svg"
      },
      {
        "name": "Cursor",
        "url": "https://cursor.sh",
        "desc": "AI代码编辑器,集成GPT-4,提供智能编程辅助",
        "rating": 4.5,
        "tags": [
          "code",
          "dev",
          "ide"
        ],
        "icon": "https://cursor.sh/marketing-static/favicon.svg"
      },
      {
        "name": "Tabnine",
        "url": "https://www.tabnine.com",
        "desc": "AI代码补全工具,支持多种编程语言和IDE",
        "rating": 4.8,
        "tags": [
          "code",
          "dev",
          "ide"
        ],
        "icon": "https://www.tabnine.com/wp-content/uploads/2024/09/cropped-tabnine-favicon-32x32.png"
      },
      {
        "name": "Windsurf",
        "url": "https://windsurf.com/",
        "desc": "Codeium 出品的 AI IDE（Cascade Agent、较强免费档）。",
        "rating": 4.5,
        "tags": [
          "ide",
          "agent"
        ],
        "icon": "https://windsurf.com/favicon.png",
        "verdict": {
          "zh": "适合预算敏感的多文件 Agent 编辑；仍需代码审查与测试。",
          "en": "Budget agent IDE; keep reviews/tests."
        }
      },
      {
        "name": "Claude Code",
        "url": "https://docs.anthropic.com/en/docs/claude-code",
        "desc": "Anthropic 终端/CLI 编码代理，擅长大仓库上下文任务。",
        "rating": 4.6,
        "tags": [
          "cli",
          "agent"
        ],
        "icon": "https://cdn.prod.website-files.com/6889473510b50328dbb70ae6/689f4a9aff1f63fde75cf733_favicon.png",
        "verdict": {
          "zh": "适合复杂改动与仓库级导航；不适合跳过 CI/CD 守卫直接合并。",
          "en": "Repo-scale tasks; still gate merges."
        }
      },
      {
        "name": "Replit Agent",
        "url": "https://replit.com/",
        "desc": "浏览器内全栈开发与 Agent 生成部署链路。",
        "rating": 4.4,
        "tags": [
          "cloud ide",
          "deploy"
        ],
        "icon": "https://replit.com/public/icons/favicon-prompt-192-rebrand.png",
        "verdict": {
          "zh": "适合原型与教学演示；生产密钥与合规需自建加固。",
          "en": "Prototypes/teaching; harden secrets for prod."
        }
      },
      {
        "name": "Continue.dev",
        "url": "https://continue.dev/",
        "desc": "开源 IDE 扩展，自定义模型与本地/远端路由。",
        "rating": 4.5,
        "tags": [
          "oss",
          "ide"
        ],
        "icon": "https://continue.dev/favicon.png",
        "verdict": {
          "zh": "适合想自控模型与提示的团队；配置成本更高。",
          "en": "Bring-your-own-model; more setup."
        }
      },
      {
        "name": "Amazon Q Developer",
        "url": "https://aws.amazon.com/q/developer/",
        "desc": "AWS 场景的编码助手与安全扫描集成。",
        "rating": 4.2,
        "tags": [
          "aws",
          "security"
        ],
        "icon": "https://a0.awsstatic.com/libra-css/images/site/fav/favicon.ico",
        "verdict": {
          "zh": "适合已在 AWS 的团队闭环；多云栈需额外工具。",
          "en": "AWS-centric; multi-cloud needs extras."
        }
      },
      {
        "name": "JetBrains AI Assistant",
        "url": "https://www.jetbrains.com/ai/",
        "desc": "嵌入 IntelliJ 家族的上下文感知助手。",
        "rating": 4.3,
        "tags": [
          "ide",
          "java"
        ],
        "icon": "https://www.jetbrains.com/favicon.ico?r=1234",
        "verdict": {
          "zh": "适合 JVM/IDE 重度用户；订阅与隐私策略需对齐公司规范。",
          "en": "IDE-native; align procurement policy."
        }
      },
      {
        "name": "Google Antigravity",
        "url": "https://antigravity.google/",
        "desc": "Google 面向代理式开发的实验型工作台（能力随产品线演进）。",
        "rating": 4.3,
        "tags": [
          "agent",
          "experimental"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=antigravity.google&sz=64",
        "verdict": {
          "zh": "适合尝鲜 Agent 工作流；实验特性变动快需锁定版本说明。",
          "en": "Experimental; watch changelog churn."
        }
      },
      {
        "name": "Devin（Cognition）",
        "url": "https://devin.ai/",
        "desc": "主打端到端任务的编码代理（商业产品演进较快）。",
        "rating": 4.3,
        "tags": [
          "agent",
          "autonomous"
        ],
        "icon": "https://devin.ai/favicon.ico",
        "verdict": {
          "zh": "适合外包式封闭任务试验；权限隔离与密钥最小化必做。",
          "en": "Sandbox secrets strictly."
        }
      },
      {
        "name": "通义灵码",
        "url": "https://lingma.aliyun.com/",
        "desc": "阿里云 IDE 插件生态的智能编码助手。",
        "rating": 4.4,
        "tags": [
          "cn",
          "ide"
        ],
        "icon": "https://img.alicdn.com/imgextra/i1/O1CN01BN6Jtc1lCfJNviV7H_!!6000000004783-2-tps-134-133.png",
        "verdict": {
          "zh": "适合阿里云/Java 生态开发者；不适合完全不接触阿里云的栈。",
          "en": "Alibaba-ecosystem sweet spot."
        }
      },
      {
        "name": "Phind",
        "url": "https://www.phind.com/",
        "desc": "面向开发者的检索问答（代码语境）。",
        "rating": 4.4,
        "tags": [
          "dev",
          "search"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.phind.com&sz=64",
        "verdict": {
          "zh": "适合报错栈追踪与技术选型问答；纯论文检索不如专用库。",
          "en": "Coding errors; weak pure academic IR."
        }
      },
      {
        "name": "Devv（开发者搜索）",
        "url": "https://devv.ai/",
        "desc": "面向代码问题的语义检索（中英文）。",
        "rating": 4.3,
        "tags": [
          "dev",
          "zh"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=devv.ai&sz=64",
        "verdict": {
          "zh": "适合英文报错中文释义迁移；框架小众时盲区增多。",
          "en": "Niche stacks hit gaps."
        }
      },
      {
        "name": "Ideogram",
        "url": "https://ideogram.ai/",
        "desc": "以可读文字渲染见长的图像模型与工作台。",
        "rating": 4.5,
        "tags": [
          "typography",
          "poster"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=ideogram.ai&sz=64",
        "verdict": {
          "zh": "适合海报与封面字样；复杂排版仍需合成后期。",
          "en": "Poster typography; post composite."
        }
      },
      {
        "name": "可灵 Kling",
        "url": "https://klingai.com/",
        "desc": "快手系 AI 图像/视频生成旗舰入口之一（产品线扩展快）。",
        "rating": 4.5,
        "tags": [
          "video",
          "cn"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=klingai.com&sz=64",
        "verdict": {
          "zh": "适合短视频素材试验；长镜头一致性分批验证。",
          "en": "Short-form first; long shot consistency tests."
        }
      },
      {
        "name": "PixVerse",
        "url": "https://pixverse.ai/",
        "desc": "短视频特效向生成工具（模板驱动）。",
        "rating": 4.3,
        "tags": [
          "short video",
          "effects"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=pixverse.ai&sz=64",
        "verdict": {
          "zh": "适合抖音类特效试错；品牌素材注意水印策略。",
          "en": "Watermark policies vary."
        }
      },
      {
        "name": "Runway",
        "url": "https://runwayml.com",
        "desc": "AI视频创作平台,提供视频编辑和生成工具",
        "rating": 4.8,
        "tags": [
          "video",
          "audio",
          "media"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=runwayml.com&sz=64"
      },
      {
        "name": "Descript",
        "url": "https://www.descript.com",
        "desc": "AI音视频编辑工具,支持文本编辑音视频",
        "rating": 4.1,
        "tags": [
          "video",
          "audio",
          "media"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.descript.com&sz=64"
      },
      {
        "name": "LALAL.AI",
        "url": "https://www.lalal.ai",
        "desc": "AI音频分离工具,从视频中提取人声和音乐",
        "rating": 4.2,
        "tags": [
          "video",
          "audio",
          "media"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.lalal.ai&sz=64"
      },
      {
        "name": "Vidu",
        "url": "https://www.vidu.io/",
        "desc": "国产高速影片生成平台之一（中文友好）。",
        "rating": 4.3,
        "tags": [
          "cn",
          "video"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.vidu.io&sz=64",
        "verdict": {
          "zh": "适合中文短视频素材；跨国分发看清出口合规。",
          "en": "Export compliance varies."
        }
      },
      {
        "name": "Topaz Video AI",
        "url": "https://www.topazlabs.com/topaz-video-ai",
        "desc": "本地化视频超分与降噪（GPU）。",
        "rating": 4.5,
        "tags": [
          "upscale",
          "offline"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.topazlabs.com&sz=64",
        "verdict": {
          "zh": "适合归档修复；批量渲染耗时需规划算力。",
          "en": "GPU queue planning."
        }
      },
      {
        "name": "Google Flow",
        "url": "https://labs.google/fx/tools/flow",
        "desc": "Google Labs 影视实验工作台（Veo 家族能力演进）。",
        "rating": 4.4,
        "tags": [
          "google",
          "video"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=labs.google&sz=64",
        "verdict": {
          "zh": "适合尝鲜谷歌影像链路；区域开放名单变动频繁。",
          "en": "Regional rollout volatility."
        }
      },
      {
        "name": "OpenAI Sora（官方页面参考）",
        "url": "https://openai.com/sora",
        "desc": "OpenAI 视频生成产品线入口（商业节奏与 API 以官宣为准）。",
        "rating": 4.5,
        "tags": [
          "video",
          "openai"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=openai.com&sz=64",
        "verdict": {
          "zh": "适合跟进官方发布节奏；历史上产品线有过调整，迁移前读公告。",
          "en": "Watch official deprecation/migration notes."
        }
      },
      {
        "name": "Riverside.fm",
        "url": "https://riverside.fm/",
        "desc": "远程录制高清音视频与 AI 章节摘要（套件）。",
        "rating": 4.5,
        "tags": [
          "remote",
          "studio"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=riverside.fm&sz=64",
        "verdict": {
          "zh": "适合访谈节目录制；带宽不稳需备用轨。",
          "en": "Fallback tracks if bandwidth shaky."
        }
      },
      {
        "name": "Taskade AI",
        "url": "https://www.taskade.com/",
        "desc": "大纲、思维导图与 Agent 自动化同一画布。",
        "rating": 4.2,
        "tags": [
          "mindmap",
          "agent"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.taskade.com&sz=64",
        "verdict": {
          "zh": "适合小型工作室白板；企业 SSO 深度集成核对。",
          "en": "SSO depth varies."
        }
      },
      {
        "name": "Height",
        "url": "https://height.app/",
        "desc": "研发协作中的 AI 变更摘要（垂直品类）。",
        "rating": 4.1,
        "tags": [
          "dev",
          "pm"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=height.app&sz=64",
        "verdict": {
          "zh": "适合 issue→PR 叙事压缩；大厂自定义字段可能不够。",
          "en": "Indie teams sweet spot."
        }
      },
      {
        "name": "Jitter",
        "url": "https://jitter.video/",
        "desc": "Motion 设计导出（MG 动画简化）。",
        "rating": 4.3,
        "tags": [
          "motion",
          "video"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=jitter.video&sz=64",
        "verdict": {
          "zh": "适合社交 motion 模板；长镜头叙事有限。",
          "en": "Short motion loops."
        }
      },
      {
        "name": "DevDocs",
        "url": "https://devdocs.io",
        "desc": "聚合 API 文档浏览器,快速搜索和浏览多种编程语言文档",
        "rating": 3.8,
        "tags": [
          "docs",
          "api",
          "ref"
        ],
        "icon": "https://devdocs.io/favicon.ico"
      },
      {
        "name": "Go.dev Docs",
        "url": "https://go.dev/doc/",
        "desc": "Go 语言官方文档与 Tour。",
        "rating": 4.7,
        "tags": [
          "go",
          "backend"
        ],
        "icon": "https://go.dev/images/favicon-gopher.png",
        "verdict": {
          "zh": "适合云原生微服务；GUI 与移动端非主流。",
          "en": "Not GUI-first."
        }
      },
      {
        "name": "Web.dev",
        "url": "https://web.dev/",
        "desc": "Chrome 团队的 Web 质量指南（性能、a11y）。",
        "rating": 4.8,
        "tags": [
          "perf",
          "a11y"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=web.dev&sz=64",
        "verdict": {
          "zh": "适合对齐 Core Web Vitals；亦有 Chrome 立场偏见讨论空间。",
          "en": "Chrome vantage bias debates."
        }
      },
      {
        "name": "Bruno",
        "url": "https://www.usebruno.com/",
        "desc": "Git 友好离线 API 集合文件格式（开源）。",
        "rating": 4.6,
        "tags": [
          "api",
          "git"
        ],
        "icon": "https://www.usebruno.com/favicon.ico",
        "verdict": {
          "zh": "适合把集合纳入 PR 审查；生态插件少于 Postman。",
          "en": "Smaller plugin mall."
        }
      },
      {
        "name": "Docker Docs",
        "url": "https://docs.docker.com/",
        "desc": "容器平台文档（Compose / Buildx）。",
        "rating": 4.7,
        "tags": [
          "container",
          "devops"
        ],
        "icon": "https://docs.docker.com/assets/images/favicon-32x32.png",
        "verdict": {
          "zh": "适合本地/dev parity；生产编排回到 Kubernetes。",
          "en": "Prod orchestration → k8s."
        }
      },
      {
        "name": "HandBrake",
        "url": "https://handbrake.fr/",
        "desc": "开源视频转码 GUI（批量压制）。",
        "rating": 4.6,
        "tags": [
          "video",
          "transcode"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=handbrake.fr&sz=64",
        "verdict": {
          "zh": "适合归档体积瘦身；参数预设需理解 GOP/B-frame。",
          "en": "Codec literacy helps."
        }
      },
      {
        "name": "DigitalOcean App Platform",
        "url": "https://www.digitalocean.com/products/app-platform",
        "desc": "简化容器托管与应用规格扩容。",
        "rating": 4.4,
        "tags": [
          "paas",
          "smb"
        ],
        "icon": "https://www.digitalocean.com/_next/static/media/android-chrome-192x192.f09059d8.png",
        "verdict": {
          "zh": "适合小而美业务；高级网络拓扑不如 hyperscaler。",
          "en": "Hyperscaler networking depth."
        }
      },
      {
        "name": "GitLab Jobs",
        "url": "https://about.gitlab.com/jobs/",
        "desc": "全远程公司 GitLab 官方职位板（案例）。",
        "rating": 4.5,
        "tags": [
          "remote",
          "all-remote"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=about.gitlab.com&sz=64",
        "verdict": {
          "zh": "适合了解 all-remote 运作模式；岗位国籍限制读 JD。",
          "en": "Work authorization constraints."
        }
      },
      {
        "name": "OSChina 招聘",
        "url": "https://www.oschina.net/job",
        "desc": "中文开源社区招聘版块（开发岗）。",
        "rating": 4.1,
        "tags": [
          "zh",
          "dev"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.oschina.net&sz=64",
        "verdict": {
          "zh": "适合国产技术栈岗位检索；公司资质自行背调。",
          "en": "Due diligence employers."
        }
      },
      {
        "name": "掘金招聘",
        "url": "https://juejin.cn/job",
        "desc": "掘金技术人才招聘入口（中文）。",
        "rating": 4.2,
        "tags": [
          "zh",
          "dev"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=juejin.cn&sz=64",
        "verdict": {
          "zh": "适合前端岗位聚合浏览；薪资透明度参差。",
          "en": "Uneven salary transparency."
        }
      }
    ],
    "section-3": [
      {
        "name": "Medium",
        "url": "https://medium.com",
        "desc": "高质量内容发布平台,技术文章和深度分析",
        "rating": 4.6,
        "tags": [
          "blog",
          "writing",
          "read"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=medium.com&sz=64"
      },
      {
        "name": "Hashnode",
        "url": "https://hashnode.com",
        "desc": "开发者博客平台,支持自定义域名和 monetization",
        "rating": 4.9,
        "tags": [
          "blog",
          "writing",
          "read"
        ],
        "icon": "https://hashnode.com/favicon.ico?favicon.961fcc56.ico"
      },
      {
        "name": "LessWrong",
        "url": "https://www.lesswrong.com/",
        "desc": "理性主义与 AI 伦理长文社区。",
        "rating": 4.3,
        "tags": [
          "essay",
          "ai"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.lesswrong.com&sz=64",
        "verdict": {
          "zh": "适合阅读对齐与推理长文；不适合当作新闻快讯源。",
          "en": "Alignment essays; not breaking news."
        }
      },
      {
        "name": "Matt Rickard blog",
        "url": "https://mattrickard.com/",
        "desc": "工程与 AI 产品短文（英文独立博客）。",
        "rating": 4.3,
        "tags": [
          "essay",
          "engineering"
        ],
        "icon": "https://mattrickard.com/favicon.ico",
        "verdict": {
          "zh": "适合轻量观点与清单文；非官方发声渠道。",
          "en": "Opinion/listicles; unofficial."
        }
      },
      {
        "name": "Jasper",
        "url": "https://www.jasper.ai",
        "desc": "AI写作助手,用于营销文案和内容创作",
        "rating": 3.7,
        "tags": [
          "writing",
          "copy",
          "content"
        ],
        "icon": "https://cdn.prod.website-files.com/6807ee8d73c233fb82842313/681e121b52f97ed0b2098aab_Favicon.png"
      },
      {
        "name": "Copy.ai",
        "url": "https://www.copy.ai",
        "desc": "AI文案生成工具,支持多种写作场景",
        "rating": 4.7,
        "tags": [
          "writing",
          "copy",
          "content"
        ],
        "icon": "https://cdn.prod.website-files.com/628288c5cd3e8411b90a36a4/6793eea386b5ac27242bb8eb_favicon_32x32px%20(1).png"
      },
      {
        "name": "Rytr",
        "url": "https://rytr.me",
        "desc": "AI写作助手,快速生成高质量内容",
        "rating": 4.7,
        "tags": [
          "writing",
          "copy",
          "content"
        ],
        "icon": "https://rytr.me/favicon.ico?favicon.704b343f.ico"
      },
      {
        "name": "Notion AI Writer",
        "url": "https://www.notion.so/product/ai",
        "desc": "数据库文档内的改写、翻译与总结。",
        "rating": 4.4,
        "tags": [
          "docs",
          "team"
        ],
        "icon": "https://www.notion.so/front-static/favicon.ico",
        "verdict": {
          "zh": "适合 wiki 内闭环写作；不适合跨系统长管线。",
          "en": "Inside Notion mostly."
        }
      },
      {
        "name": "Jenni AI",
        "url": "https://jenni.ai/",
        "desc": "学术写作辅助（提纲、改写与引用工作流）。",
        "rating": 4.2,
        "tags": [
          "academic",
          "writing"
        ],
        "icon": "https://framerusercontent.com/images/qYjbIznnZuv0AsCQzQJcoyhQI.svg",
        "verdict": {
          "zh": "适合文献综述起手；投稿合规须遵循期刊政策。",
          "en": "Literature drafts; follow journal AI policies."
        }
      },
      {
        "name": "Grammarly",
        "url": "https://www.grammarly.com/",
        "desc": "英文语法、语气与清晰度建议（浏览器与桌面）。",
        "rating": 4.5,
        "tags": [
          "english",
          "editor"
        ],
        "icon": "https://static-web.grammarly.com/cms/master/public/favicon.ico",
        "verdict": {
          "zh": "适合英文邮件与论文语言抛光；中文支持有限。",
          "en": "EN polish; weak CN."
        }
      },
      {
        "name": "Writesonic",
        "url": "https://writesonic.com/",
        "desc": "SEO 文章、广告与落地页生成工作台。",
        "rating": 4.2,
        "tags": [
          "seo",
          "marketing"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=writesonic.com&sz=64",
        "verdict": {
          "zh": "适合批量文案试验；事实声明需法务复核。",
          "en": "Bulk marketing copy; legal review facts."
        }
      },
      {
        "name": "Lex.page",
        "url": "https://lex.page/",
        "desc": "面向作家的极简编辑器 + AI 评论（付费）。",
        "rating": 4.2,
        "tags": [
          "editor",
          "essay"
        ],
        "icon": "https://lex.page/favicon-32x32.png?v=20221112",
        "verdict": {
          "zh": "适合 newsletter 与长篇草稿；协作特性较轻。",
          "en": "Solo writing bias."
        }
      },
      {
        "name": "秘塔写作猫",
        "url": "https://xiezuocat.com/",
        "desc": "中文校对、改写与公文场景辅助。",
        "rating": 4.3,
        "tags": [
          "zh",
          "gov"
        ],
        "icon": "https://uranus-static.oss-accelerate.aliyuncs.com/xiezuocat/favicon.ico",
        "verdict": {
          "zh": "适合政务与新媒体口吻修正；涉密材料禁用外网工具。",
          "en": "No classified paste to SaaS."
        }
      },
      {
        "name": "Apple Intelligence Writing Tools",
        "url": "https://www.apple.com/",
        "desc": "Apple 平台系统级改写与摘要（随系统版本开放区域不同）。",
        "rating": 4.2,
        "tags": [
          "apple",
          "system"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.apple.com&sz=64",
        "verdict": {
          "zh": "适合生态内轻量改写；跨平台协作者需替代方案。",
          "en": "Apple silo; cross-platform gaps."
        }
      },
      {
        "name": "Sparktoro（受众研究）",
        "url": "https://sparktoro.com/",
        "desc": "社交网络受众与关键词洞察（营销检索）。",
        "rating": 4.4,
        "tags": [
          "marketing",
          "audience"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=sparktoro.com&sz=64",
        "verdict": {
          "zh": "适合内容与公关选题；样本偏差读懂方法论再看结论。",
          "en": "Audience intel; mind methodology bias."
        }
      },
      {
        "name": "Magnific AI",
        "url": "https://magnific.ai/",
        "desc": "夸张细节放大与「幻觉式」增强（艺术向）。",
        "rating": 4.2,
        "tags": [
          "upscale",
          "creative"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=magnific.ai&sz=64",
        "verdict": {
          "zh": "适合风格化放大；法医级真实性场景禁用。",
          "en": "No forensic truth claims."
        }
      },
      {
        "name": "Pika Labs",
        "url": "https://pika.art/",
        "desc": "短视频生成与特效编辑（创作者社区）。",
        "rating": 4.4,
        "tags": [
          "short",
          "creative"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=pika.art&sz=64",
        "verdict": {
          "zh": "适合 meme 与预告片镜头；音画同步高级技巧另学。",
          "en": "Meme shots; advanced AV sync elsewhere."
        }
      },
      {
        "name": "Luma Dream Machine",
        "url": "https://lumalabs.ai/",
        "desc": "Luma 推出的图像转视频与文本生成视频入口。",
        "rating": 4.4,
        "tags": [
          "i2v",
          "creative"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=lumalabs.ai&sz=64",
        "verdict": {
          "zh": "适合视觉 experiment；商业交付测试水印与授权。",
          "en": "Commercial rights checks."
        }
      },
      {
        "name": "Vizard",
        "url": "https://vizard.ai/",
        "desc": "横转竖屏与字幕模板批量生成（营销）。",
        "rating": 4.2,
        "tags": [
          "repurpose",
          "ads"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=vizard.ai&sz=64",
        "verdict": {
          "zh": "适合广告素材矩阵；品牌字体嵌入注意授权。",
          "en": "Font licensing."
        }
      },
      {
        "name": "Surfer SEO",
        "url": "https://surferseo.com/",
        "desc": "内容评分与 SERP 对标编辑器（SEO）。",
        "rating": 4.4,
        "tags": [
          "seo",
          "content"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=surferseo.com&sz=64",
        "verdict": {
          "zh": "适合文章结构化优化；创意叙事可能被模板绑架。",
          "en": "Template pressure on prose."
        }
      },
      {
        "name": "Clearscope",
        "url": "https://www.clearscope.io/",
        "desc": "关键词覆盖与可读性评分（英文主攻）。",
        "rating": 4.5,
        "tags": [
          "seo",
          "en"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.clearscope.io&sz=64",
        "verdict": {
          "zh": "适合英文博客规模化；中文关键词库较弱。",
          "en": "EN-first corpus."
        }
      },
      {
        "name": "MarketMuse",
        "url": "https://www.marketmuse.com/",
        "desc": "主题集群规划与内容缺口分析（企业）。",
        "rating": 4.3,
        "tags": [
          "seo",
          "enterprise"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.marketmuse.com&sz=64",
        "verdict": {
          "zh": "适合大型站点 IA；小博客 ROI 可能偏低。",
          "en": "Large-site ROI."
        }
      },
      {
        "name": "Numerator / 竞品情报（示例指向公开营销页）",
        "url": "https://www.numerator.com/",
        "desc": "零售与市场洞察平台（非生成式核心，可作营销数据栈一环）。",
        "rating": 4.2,
        "tags": [
          "retail",
          "intel"
        ],
        "icon": "https://www.numerator.com/wp-content/uploads/2023/09/favicon.svg",
        "verdict": {
          "zh": "适合 CPG 竞品货架情报；与 LLM 文案生成互补。",
          "en": "Complements copy AI."
        }
      },
      {
        "name": "Neurons Predict",
        "url": "https://www.neuronsinc.com/",
        "desc": "视觉注意力预测（神经科学营销）。",
        "rating": 4.2,
        "tags": [
          "neuro",
          "ads"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.neuronsinc.com&sz=64",
        "verdict": {
          "zh": "适合 banner 视觉层级实验；文化语境偏差留意。",
          "en": "Cultural bias in attention models."
        }
      },
      {
        "name": "Working Nomads",
        "url": "https://www.workingnomads.co/",
        "desc": "数字游民向职位邮件列表聚合。",
        "rating": 4.1,
        "tags": [
          "nomad",
          "newsletter"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.workingnomads.co&sz=64",
        "verdict": {
          "zh": "适合订阅制捡漏；跨境税务自负。",
          "en": "Tax residency DIY."
        }
      },
      {
        "name": "Behance Joblist",
        "url": "https://www.behance.net/joblist",
        "desc": "Adobe 生态创意职位导航。",
        "rating": 4.2,
        "tags": [
          "creative",
          "jobs"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.behance.net&sz=64",
        "verdict": {
          "zh": "适合视觉/品牌岗位；纯工程权重低。",
          "en": "Low SWE volume."
        }
      }
    ],
    "section-4": [
      {
        "name": "SiliconFlow",
        "url": "https://cloud.siliconflow.cn/i/eluTiiYw",
        "desc": "硅基流动,gpt pass平台,提供各种大模型接口,有部分模型可免费试用,注册即送2000w token",
        "rating": 4.4,
        "tags": [
          "api",
          "models",
          "free"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=cloud.siliconflow.cn&sz=64",
        "verdict": {
          "zh": "适合低成本试用多家模型 API；不适合不接受邀请返佣链接的团队（详见推广标注）。",
          "en": "Cheap multi-model API exploration; skip if affiliate signup links are a blocker (disclosed as Promo)."
        },
        "isPromo": true
      },
      {
        "name": "AI图生图",
        "url": "https://seedreamt.programnotes.cn",
        "desc": "AI图生图平台,提供图像生成,收集了上百种创意案例",
        "rating": 4.2,
        "tags": [
          "image",
          "generation",
          "creative"
        ],
        "icon": "https://seedreamt.programnotes.cn/favicon.ico",
        "verdict": {
          "zh": "适合快速浏览灵感案例与轻量出图；不适合印刷级商用确权流程。",
          "en": "Quick inspiration boards and casual renders; not print-ready rights-managed pipelines."
        }
      },
      {
        "name": "Product Hunt",
        "url": "https://www.producthunt.com/",
        "desc": "新产品首发与社区投票榜单。",
        "rating": 4.4,
        "tags": [
          "launch",
          "discovery"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.producthunt.com&sz=64",
        "verdict": {
          "zh": "适合观察新产品叙事与反馈；不适合深度技术评测唯一来源。",
          "en": "Launch narratives; thin deep-tech reviews."
        }
      },
      {
        "name": "v0 by Vercel",
        "url": "https://v0.dev/",
        "desc": "从描述生成 React/Tailwind UI 片段与原型页面。",
        "rating": 4.5,
        "tags": [
          "ui",
          "prototype"
        ],
        "icon": "https://v0.dev/assets/icon-light-32x32.png",
        "verdict": {
          "zh": "适合前端低保真起步；设计体系仍需人工对齐。",
          "en": "UI scaffolding; design systems still manual."
        }
      },
      {
        "name": "NovelAI",
        "url": "https://novelai.net/",
        "desc": "二次元叙事与图像结合的创作者套件（订阅）。",
        "rating": 4.2,
        "tags": [
          "story",
          "art"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=novelai.net&sz=64",
        "verdict": {
          "zh": "适合幻想题材创作者；版权与年龄分级自行把关。",
          "en": "Fantasy creators; mind ratings/IP."
        }
      },
      {
        "name": "QuillBot",
        "url": "https://quillbot.com/",
        "desc": "改写、摘要与语法检测合一入口。",
        "rating": 4.4,
        "tags": [
          "paraphrase",
          "grammar"
        ],
        "icon": "https://quillbot.com/favicon.ico",
        "verdict": {
          "zh": "适合留学生英文改写；学术抄袭政策各校不同需谨慎。",
          "en": "Paraphrasing ethics vary by school."
        }
      },
      {
        "name": "墨刀 AI（原型文案）",
        "url": "https://modao.cc/",
        "desc": "原型工具内的文案与交互草案辅助（随产品线）。",
        "rating": 4.1,
        "tags": [
          "ux",
          "cn"
        ],
        "icon": "https://images.modao.cc/images/favicon.ico",
        "verdict": {
          "zh": "适合产品原型阶段的占位文案；终稿需设计评审。",
          "en": "Placeholder UX copy."
        }
      },
      {
        "name": "Metaphor（示例语义搜索）",
        "url": "https://metaphor.systems/",
        "desc": "基于语义的网络发现引擎（偏研究与创投雷达）。",
        "rating": 4.2,
        "tags": [
          "discovery",
          "web"
        ],
        "icon": "https://metaphor.systems/images/favicon-32x32.png",
        "verdict": {
          "zh": "适合冷门站点发现；索引偏见需交叉验证。",
          "en": "Niche discovery; bias checks."
        }
      },
      {
        "name": "Midjourney",
        "url": "https://www.midjourney.com",
        "desc": "AI图像生成工具,创建高质量艺术作品",
        "rating": 4.4,
        "tags": [
          "image",
          "art",
          "gen"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.midjourney.com&sz=64"
      },
      {
        "name": "DALL-E",
        "url": "https://openai.com/dall-e-3",
        "desc": "OpenAI的图像生成模型,创建逼真的图片",
        "rating": 4.0,
        "tags": [
          "image",
          "art",
          "gen"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=openai.com&sz=64"
      },
      {
        "name": "Stable Diffusion",
        "url": "https://stability.ai",
        "desc": "开源的AI图像生成模型,支持本地部署",
        "rating": 4.6,
        "tags": [
          "image",
          "art",
          "gen"
        ],
        "icon": "https://images.squarespace-cdn.com/content/v1/6213c340453c3f502425776e/804f0e8b-0028-4262-a8b0-b9f1c5de72c0/favicon.ico?format=100w"
      },
      {
        "name": "Leonardo.Ai",
        "url": "https://leonardo.ai/",
        "desc": "游戏资产与概念美术工作流向生成平台。",
        "rating": 4.4,
        "tags": [
          "game",
          "concept"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=leonardo.ai&sz=64",
        "verdict": {
          "zh": "适合关卡美术 mood board；印刷分辨率留意导出设置。",
          "en": "Game mood boards; print DPI checks."
        }
      },
      {
        "name": "Flux（Black Forest Labs）",
        "url": "https://blackforestlabs.ai/",
        "desc": "高质量开源权重家族（商业 API 与本地皆可）。",
        "rating": 4.7,
        "tags": [
          "oss",
          "quality"
        ],
        "icon": "https://blackforestlabs.ai/favicon.ico",
        "verdict": {
          "zh": "适合高质量概念生成；许可证与商用条款务必逐条确认。",
          "en": "Read license for commercial use."
        }
      },
      {
        "name": "Recraft",
        "url": "https://www.recraft.ai/",
        "desc": "品牌一致的矢量与界面视觉生成（设计团队向）。",
        "rating": 4.4,
        "tags": [
          "brand",
          "vector"
        ],
        "icon": "https://framerusercontent.com/images/fyWPJAGQFyHQnCd2vOWbGj5zJI.png",
        "verdict": {
          "zh": "适合 UI/品牌延展实验；工程交付仍需设计体系审计。",
          "en": "Brand kits; audit design debt."
        }
      },
      {
        "name": "Playground AI",
        "url": "https://playgroundai.com/",
        "desc": "社区驱动的图像生成与微调面板。",
        "rating": 4.3,
        "tags": [
          "community",
          "image"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=playgroundai.com&sz=64",
        "verdict": {
          "zh": "适合灵感海量试错；版权过滤策略自查最新条款。",
          "en": "Policy churn on filters."
        }
      },
      {
        "name": "Civitai",
        "url": "https://civitai.com/",
        "desc": "Stable Diffusion LoRA/Checkpoint 社区集市（成人分级存在）。",
        "rating": 4.5,
        "tags": [
          "sd",
          "community"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=civitai.com&sz=64",
        "verdict": {
          "zh": "适合检索微调权重；办公室网络与合规筛查前置。",
          "en": "NSFW ecosystem; corporate filtering."
        }
      },
      {
        "name": "Tensor.Art",
        "url": "https://tensor.art/",
        "desc": "模型广场与工作流模板分享（SD 生态）。",
        "rating": 4.3,
        "tags": [
          "sd",
          "workflow"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=tensor.art&sz=64",
        "verdict": {
          "zh": "适合拼 ComfyUI 工作流；节点出处记录以利审计。",
          "en": "Track node provenance."
        }
      },
      {
        "name": "Remove.bg",
        "url": "https://www.remove.bg/",
        "desc": "人像抠图与背景移除 API（实用派）。",
        "rating": 4.6,
        "tags": [
          "utility",
          "photo"
        ],
        "icon": "https://www.remove.bg/favicon-32x32.png?v=fc0bfce6e1310f1539afec9729716721",
        "verdict": {
          "zh": "适合电商白底图批量处理；发丝极限场景人工修补。",
          "en": "E-commerce cuts; hair detail QC."
        }
      },
      {
        "name": "Clipdrop",
        "url": "https://clipdrop.co/",
        "desc": "Stable Diffusion 套件能力的多功能影像工具箱。",
        "rating": 4.4,
        "tags": [
          "suite",
          "photo"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=clipdrop.co&sz=64",
        "verdict": {
          "zh": "适合一键清理与扩图；批量流水线要看 API 配额。",
          "en": "Watch API quotas at scale."
        }
      },
      {
        "name": "Photoshop Generative Fill",
        "url": "https://www.adobe.com/products/photoshop.html",
        "desc": "Adobe Photoshop 内置生成式填充与扩展。",
        "rating": 4.6,
        "tags": [
          "photo",
          "adobe"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.adobe.com&sz=64",
        "verdict": {
          "zh": "适合摄影师局部重构；订阅成本与训练数据来源争议自行评估。",
          "en": "Adobe subscription + ethics stance."
        }
      },
      {
        "name": "Krea",
        "url": "https://www.krea.ai/",
        "desc": "实时画布引导的生成式界面（偏交互艺术）。",
        "rating": 4.3,
        "tags": [
          "realtime",
          "canvas"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.krea.ai&sz=64",
        "verdict": {
          "zh": "适合交互视觉试验；生产管线稳定性个别验证。",
          "en": "Interactive art; prod bake-offs."
        }
      },
      {
        "name": "Meshy",
        "url": "https://www.meshy.ai/",
        "desc": "文本/图像生成 3D 模型（游戏与电商预览）。",
        "rating": 4.3,
        "tags": [
          "3d",
          "asset"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.meshy.ai&sz=64",
        "verdict": {
          "zh": "适合粗模占位；精修拓扑仍需 DCC。",
          "en": "Blocking meshes; retopo in DCC."
        }
      },
      {
        "name": "Tripo3D",
        "url": "https://www.tripo3d.ai/",
        "desc": "中文友好的生成式 3D 工作台之一（迭代较快）。",
        "rating": 4.2,
        "tags": [
          "3d",
          "cn"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.tripo3d.ai&sz=64",
        "verdict": {
          "zh": "适合电商展示模型草案；动画绑定另议。",
          "en": "Static SKU previews mostly."
        }
      },
      {
        "name": "通义万相",
        "url": "https://tongyi.aliyun.com/wanxiang/",
        "desc": "阿里云通义系的图像生成入口（套餐随官网）。",
        "rating": 4.3,
        "tags": [
          "cn",
          "cloud"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=tongyi.aliyun.com&sz=64",
        "verdict": {
          "zh": "适合已有阿里云结算主体的生成试点；跨境合规单独评估。",
          "en": "Cross-border compliance case-by-case."
        }
      },
      {
        "name": "文心一格",
        "url": "https://yige.baidu.com/",
        "desc": "百度系中文图像生成（多种画风模板）。",
        "rating": 4.2,
        "tags": [
          "cn",
          "art"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=yige.baidu.com&sz=64",
        "verdict": {
          "zh": "适合中文提示词海报；人物肖像权合规自查。",
          "en": "Portrait rights due diligence."
        }
      },
      {
        "name": "美图秀秀 AI",
        "url": "https://pc.meitu.com/",
        "desc": "大众影像编辑内的美颜与模板 AI（偏消费级）。",
        "rating": 4.2,
        "tags": [
          "photo",
          "cn"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=pc.meitu.com&sz=64",
        "verdict": {
          "zh": "适合生活照快速处理；印刷色彩管理弱。",
          "en": "Consumer retouch only."
        }
      },
      {
        "name": "Canva AI",
        "url": "https://www.canva.com/magic-design",
        "desc": "Canva的AI设计工具,快速生成设计作品",
        "rating": 3.7,
        "tags": [
          "design",
          "ui",
          "creative"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.canva.com&sz=64"
      },
      {
        "name": "Figma AI",
        "url": "https://www.figma.com/ai",
        "desc": "Figma集成的AI设计功能,提升设计效率",
        "rating": 4.9,
        "tags": [
          "design",
          "ui",
          "creative"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.figma.com&sz=64"
      },
      {
        "name": "Adobe Firefly",
        "url": "https://www.adobe.com/sensei/generative-ai/firefly.html",
        "desc": "Adobe的AI创意工具,生成图像和效果",
        "rating": 4.0,
        "tags": [
          "design",
          "ui",
          "creative"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.adobe.com&sz=64"
      },
      {
        "name": "Penpot",
        "url": "https://penpot.app/",
        "desc": "开源 Figma-like 协作设计（可自托管）。",
        "rating": 4.5,
        "tags": [
          "oss",
          "ui"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=penpot.app&sz=64",
        "verdict": {
          "zh": "适合设计主权与内网评审；插件生态不如 Figma 成熟。",
          "en": "Younger plugin ecosystem."
        }
      },
      {
        "name": "Uizard",
        "url": "https://uizard.io/",
        "desc": "手绘稿转高保真界面原型。",
        "rating": 4.3,
        "tags": [
          "prototype",
          "ux"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=uizard.io&sz=64",
        "verdict": {
          "zh": "适合工作坊快速对齐；设计体系 token 仍需导出整理。",
          "en": "Export tokens manually."
        }
      },
      {
        "name": "Galileo AI",
        "url": "https://www.usegalileo.ai/",
        "desc": "文本生成 UI 稿与高保真组件草案。",
        "rating": 4.3,
        "tags": [
          "ui",
          "gen"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.usegalileo.ai&sz=64",
        "verdict": {
          "zh": "适合灵感面板；Accessibility audit 仍然人工。",
          "en": "Manual a11y audits."
        }
      },
      {
        "name": "Khroma",
        "url": "https://khroma.co/",
        "desc": "偏好学习的 AI 配色生成器。",
        "rating": 4.2,
        "tags": [
          "color",
          "brand"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=khroma.co&sz=64",
        "verdict": {
          "zh": "适合品牌色探索；印刷 CMYK 仍需实物打样。",
          "en": "Print proof still needed."
        }
      },
      {
        "name": "Spline AI",
        "url": "https://spline.design/",
        "desc": "浏览器内 3D 设计与轻交互导出。",
        "rating": 4.4,
        "tags": [
          "3d",
          "web"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=spline.design&sz=64",
        "verdict": {
          "zh": "适合 landing 3D hero；复杂骨骼动画仍走 Blender。",
          "en": "Hero scenes not full rigging."
        }
      },
      {
        "name": "Maze",
        "url": "https://maze.co/",
        "desc": "可用性测试平台内置 AI 访谈提纲辅助。",
        "rating": 4.4,
        "tags": [
          "ux",
          "research"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=maze.co&sz=64",
        "verdict": {
          "zh": "适合远程可用性测试；样本代表性仍需统计学自检。",
          "en": "Sample bias awareness."
        }
      },
      {
        "name": "Hotjar AI（heatmap 套件）",
        "url": "https://www.hotjar.com/",
        "desc": "热力图与反馈会话摘要（随产品线）。",
        "rating": 4.3,
        "tags": [
          "analytics",
          "ux"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.hotjar.com&sz=64",
        "verdict": {
          "zh": "适合着陆页优化；隐私合规要看采样策略。",
          "en": "Privacy sampling policy."
        }
      },
      {
        "name": "Pageflows",
        "url": "https://pageflows.com/",
        "desc": "Web/Mobile 用户流程录屏库（订阅）。",
        "rating": 4.4,
        "tags": [
          "ux",
          "flows"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=pageflows.com&sz=64",
        "verdict": {
          "zh": "适合 onboarding 竞品拆解；地区合规截图年份留意。",
          "en": "Check capture dates."
        }
      },
      {
        "name": "Humaaans",
        "url": "https://www.humaaans.com/",
        "desc": "可混搭插画人物库（Sketch/Figma）。",
        "rating": 4.5,
        "tags": [
          "illustration",
          "oss"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.humaaans.com&sz=64",
        "verdict": {
          "zh": "适合低保真人物配图；品牌独特性弱。",
          "en": "Generic silhouettes."
        }
      },
      {
        "name": "Open Peeps",
        "url": "https://www.openpeeps.com/",
        "desc": "手绘风头像组件库（CC0）。",
        "rating": 4.5,
        "tags": [
          "illustration",
          "oss"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.openpeeps.com&sz=64",
        "verdict": {
          "zh": "适合中性占位插画；严肃金融品牌慎用卡通。",
          "en": "Avoid for solemn finance brands."
        }
      },
      {
        "name": "Brandwatch Consumer Research",
        "url": "https://www.brandwatch.com/",
        "desc": "社媒聆听与危机预警（企业订阅）。",
        "rating": 4.4,
        "tags": [
          "social",
          "pr"
        ],
        "icon": "https://www.brandwatch.com/wp-content/uploads/2020/04/../../../themes/brandwatch/src/core/endpoints/resize.php?image=uploads/2020/04/cropped-wp-admin-favicon.png&width=150",
        "verdict": {
          "zh": "适合公关战役监测；小型团队预算承压。",
          "en": "Enterprise pricing."
        }
      },
      {
        "name": "Linux man-pages",
        "url": "https://www.kernel.org/doc/man-pages/",
        "desc": "Linux 用户态手册页项目。",
        "rating": 4.7,
        "tags": [
          "linux",
          "cli"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.kernel.org&sz=64",
        "verdict": {
          "zh": "适合运维脚本查阅；发行版差异留意 OPTION 说明。",
          "en": "Distro deltas happen."
        }
      },
      {
        "name": "ImageMagick",
        "url": "https://imagemagick.org/",
        "desc": "位图处理 CLI（脚本批处理）。",
        "rating": 4.6,
        "tags": [
          "cli",
          "image"
        ],
        "icon": "https://imagemagick.org/image/wand.png",
        "verdict": {
          "zh": "适合批量缩放水印；色彩空间坑要先 small batch 验证。",
          "en": "Color space bake-offs."
        }
      },
      {
        "name": "three.js",
        "url": "https://threejs.org/",
        "desc": "WebGL 3D 引擎事实标准（JavaScript）。",
        "rating": 4.8,
        "tags": [
          "webgl",
          "3d"
        ],
        "icon": "https://threejs.org/files/favicon_white.ico",
        "verdict": {
          "zh": "适合浏览器三维可视化；移动端功耗与发热要 profiling。",
          "en": "Mobile thermal profiling."
        }
      },
      {
        "name": "Babylon.js",
        "url": "https://www.babylonjs.com/",
        "desc": "微软系 Web 3D 引擎（工具链完整）。",
        "rating": 4.7,
        "tags": [
          "3d",
          "microsoft"
        ],
        "icon": "https://www.babylonjs.com/assets/favicon.ico",
        "verdict": {
          "zh": "适合严肃三维应用；包体体积预算要提前拆分。",
          "en": "Bundle size budget."
        }
      },
      {
        "name": "esbuild",
        "url": "https://esbuild.github.io/",
        "desc": "极快 JS bundler/transpiler（Go）。",
        "rating": 4.8,
        "tags": [
          "bundler",
          "speed"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=esbuild.github.io&sz=64",
        "verdict": {
          "zh": "适合开发期极速反馈；插件生态少于 webpack。",
          "en": "Smaller plugin long tail."
        }
      },
      {
        "name": "AngelList / Wellfound",
        "url": "https://wellfound.com/",
        "desc": "初创股权与远程职位发现（品牌演进）。",
        "rating": 4.4,
        "tags": [
          "startup",
          "equity"
        ],
        "icon": "https://wellfound.com/landing-page-assets/64626a4a74818ca87606a29e/64626a4a74818ca87606a3f8_Frame_186_copy.png",
        "verdict": {
          "zh": "适合早期期权谈判练习；法律条款雇律师。",
          "en": "Lawyer for equity docs."
        }
      },
      {
        "name": "YC Work at a Startup",
        "url": "https://www.workatastartup.com/",
        "desc": "Y Combinator 校友公司招聘聚合。",
        "rating": 4.5,
        "tags": [
          "startup",
          "us"
        ],
        "icon": "https://bookface-static.ycombinator.com/assets/favicon-c8a914eeeba9fe6f7a863b35608b55aeedd7c1ff409c97b9ecb96b7a6c278d70.ico",
        "verdict": {
          "zh": "适合硅谷节奏求职者；签证赞助信息逐条核对。",
          "en": "Visa sponsorship varies."
        }
      },
      {
        "name": "ZipRecruiter",
        "url": "https://www.ziprecruiter.com/",
        "desc": "北美中小企业职位分发网络。",
        "rating": 4.1,
        "tags": [
          "jobs",
          "us"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.ziprecruiter.com&sz=64",
        "verdict": {
          "zh": "适合北美本地岗；远程标注真伪仔细甄别。",
          "en": "Verify remote claims."
        }
      },
      {
        "name": "Midjourney",
        "url": "https://midjourney.com",
        "desc": "高质量的 AI 图像生成工具，适合艺术创作和设计。",
        "rating": 4.8,
        "tags": [
          "image",
          "art",
          "ai"
        ],
        "icon": "https://midjourney.com/favicon.ico"
      }
    ],
    "section-5": [
      {
        "name": "Fastread",
        "url": "https://fastread.tech/",
        "desc": "AI 阅读工作室：无限画布与三栏编辑器，把 Markdown / RSS 等内容整理成可分享的卡片图（PNG/JPG），支持智能优化与批量导出。",
        "rating": 4.7,
        "tags": [
          "read",
          "studio",
          "cards"
        ],
        "icon": "assets/fastread.svg",
        "verdict": {
          "zh": "适合要把长文、订阅源整理成社交卡片与工作流的创作者；不适合只想单次剪藏、不需要排版导出的人。",
          "en": "Strong when you pipeline long reads/RSS into shareable cards; skip if you only need one-off clipping without export layouts."
        },
        "isPromo": true
      },
      {
        "name": "讯飞星火大模型",
        "url": "https://xinghuo.xfyun.cn",
        "desc": "科大讯飞推出的认知智能大模型",
        "rating": 4.3,
        "tags": [
          "ai",
          "voice",
          "chinese"
        ],
        "icon": "https://xinghuo.xfyun.cn/spark-icon.ico",
        "verdict": {
          "zh": "适合中文语音与政企口吻场景；不适合纯英文前沿论文复刻首选。",
          "en": "Voice-heavy CN GovTech tone; not default pick for English SOTA paper chasing."
        }
      },
      {
        "name": "Google AI Studio",
        "url": "https://aistudio.google.com/",
        "desc": "Gemini API Key、试用与提示调试工作台。",
        "rating": 4.5,
        "tags": [
          "gemini",
          "api"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=aistudio.google.com&sz=64",
        "verdict": {
          "zh": "适合快速验证 Gemini 与工作流调参；不适合默认处理高度敏感个人数据。",
          "en": "Gemini sandbox; mind data sensitivity."
        }
      },
      {
        "name": "讯飞文书",
        "url": "https://iflydocs.com/",
        "desc": "科大讯飞文档/办公套件内的写作辅助（示例入口）。",
        "rating": 4.1,
        "tags": [
          "office",
          "voice"
        ],
        "icon": "https://iflydocs.com/favicon.ico",
        "verdict": {
          "zh": "适合已有讯飞办公套件的用户；单一链接不代表全部 SKU。",
          "en": "Suite-dependent features."
        }
      },
      {
        "name": "HeyGen",
        "url": "https://www.heygen.com/",
        "desc": "数字人播报与多语种口型视频（商业模板丰富）。",
        "rating": 4.4,
        "tags": [
          "avatar",
          "enterprise"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.heygen.com&sz=64",
        "verdict": {
          "zh": "适合培训与销售视频规模化；肖像授权协议必读。",
          "en": "Avatar licensing critical."
        }
      },
      {
        "name": "Kaiber",
        "url": "https://kaiber.ai/",
        "desc": "音乐可视化与影像风格迁移（创作者工具）。",
        "rating": 4.2,
        "tags": [
          "music",
          "visual"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=kaiber.ai&sz=64",
        "verdict": {
          "zh": "适合 MV mood；叙事长片仍需传统剪辑。",
          "en": "MV moods; not offline editorial replacement."
        }
      },
      {
        "name": "Descript Overdub",
        "url": "https://www.descript.com/overdub",
        "desc": "声音克隆用于脚本修订（伦理与授权敏感）。",
        "rating": 4.2,
        "tags": [
          "voice",
          "clone"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.descript.com&sz=64",
        "verdict": {
          "zh": "仅限授权声纹使用；对外发布需披露合成标识（按辖区）。",
          "en": "Consent + disclosure obey local law."
        }
      },
      {
        "name": "ElevenLabs",
        "url": "https://elevenlabs.io/",
        "desc": "高自然度语音合成与配音 API（多语种）。",
        "rating": 4.6,
        "tags": [
          "tts",
          "api"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=elevenlabs.io&sz=64",
        "verdict": {
          "zh": "适合有声书与客服语音实验；深度伪造滥用风险需治理策略。",
          "en": "Anti-abuse governance required."
        }
      },
      {
        "name": "Murf",
        "url": "https://murf.ai/",
        "desc": "营销视频配音与团队协作音色库。",
        "rating": 4.3,
        "tags": [
          "marketing",
          "tts"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=murf.ai&sz=64",
        "verdict": {
          "zh": "适合广告旁白快速迭代；唇形对齐请看视频轨工具组合。",
          "en": "Pair with video editors for lip sync."
        }
      },
      {
        "name": "Adobe Premiere AI Audio",
        "url": "https://www.adobe.com/products/premiere.html",
        "desc": "Premiere / Podcast 工作流中的 AI 降噪与对齐工具集。",
        "rating": 4.4,
        "tags": [
          "audio",
          "pro"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.adobe.com&sz=64",
        "verdict": {
          "zh": "适合广电后期降噪；订阅绑定 Adobe ID。",
          "en": "Adobe subscription lock-in."
        }
      },
      {
        "name": "Beatoven.ai",
        "url": "https://www.beatoven.ai/",
        "desc": "版权友好的 AI 配乐生成（视频创作者）。",
        "rating": 4.2,
        "tags": [
          "music",
          "royalty"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.beatoven.ai&sz=64",
        "verdict": {
          "zh": "适合 YouTube 低风险配乐；独家编曲仍需真人作曲家。",
          "en": "Stock-grade stems."
        }
      },
      {
        "name": "Soundraw",
        "url": "https://soundraw.io/",
        "desc": "按段落生成免版税音乐（订阅）。",
        "rating": 4.3,
        "tags": [
          "music",
          "royalty-free"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=soundraw.io&sz=64",
        "verdict": {
          "zh": "适合广告样片配乐；品牌主题曲慎用模板感过强曲目。",
          "en": "Brand anthem risk."
        }
      },
      {
        "name": "BibiGPT · 音视频摘要（示例）",
        "url": "https://bibigpt.co/",
        "desc": "长视频字幕摘要与小笔记（第三方工具，使用前核对隐私）。",
        "rating": 4.2,
        "tags": [
          "summary",
          "cn"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=bibigpt.co&sz=64",
        "verdict": {
          "zh": "适合公开课压缩观看；版权影片勿上传未授权源。",
          "en": "No piracy uploads."
        }
      },
      {
        "name": "Adobe Podcast Enhance",
        "url": "https://podcast.adobe.com/enhance",
        "desc": "一键语音纯净度增强（免费档位变动留意）。",
        "rating": 4.5,
        "tags": [
          "audio",
          "clean"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=podcast.adobe.com&sz=64",
        "verdict": {
          "zh": "适合播客轨预处理；音乐轨慎用以免抹动态。",
          "en": "Avoid on musical stems."
        }
      },
      {
        "name": "Podcastle",
        "url": "https://podcastle.ai/",
        "desc": "播客录制、克隆voice与文本剪辑合一。",
        "rating": 4.2,
        "tags": [
          "podcast",
          "voice"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=podcastle.ai&sz=64",
        "verdict": {
          "zh": "适合单人播客实验；多嘉宾远程稳定性实测。",
          "en": "Remote guests stress-test."
        }
      },
      {
        "name": "Resemble AI",
        "url": "https://www.resemble.ai/",
        "desc": "语音克隆与企业本地化配音 API。",
        "rating": 4.3,
        "tags": [
          "enterprise",
          "tts"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.resemble.ai&sz=64",
        "verdict": {
          "zh": "适合游戏多语言配音管线；伦理审查流程必备。",
          "en": "Ethics review for clones."
        }
      },
      {
        "name": "Speechify",
        "url": "https://speechify.com/",
        "desc": "文本朗读与生产力辅助（跨平台）。",
        "rating": 4.3,
        "tags": [
          "read aloud",
          "a11y"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=speechify.com&sz=64",
        "verdict": {
          "zh": "适合通勤听稿；复杂公式排版识别有限。",
          "en": "Math-heavy PDFs weak."
        }
      },
      {
        "name": "NaturalReader",
        "url": "https://www.naturalreaders.com/",
        "desc": "桌面与浏览器朗读插件（教育折扣）。",
        "rating": 4.2,
        "tags": [
          "education",
          "tts"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.naturalreaders.com&sz=64",
        "verdict": {
          "zh": "适合复习资料朗读；自然度低于 ElevenLabs。",
          "en": "Lower fidelity vs flagship TTS."
        }
      },
      {
        "name": "Voicemod AI",
        "url": "https://www.voicemod.net/",
        "desc": "实时变声与角色音效（直播）。",
        "rating": 4.1,
        "tags": [
          "streaming",
          "voice"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.voicemod.net&sz=64",
        "verdict": {
          "zh": "适合主播互动；注意平台 ToS 对变声限制。",
          "en": "Streamer ToS checks."
        }
      },
      {
        "name": "Altered.ai",
        "url": "https://www.altered.ai/",
        "desc": "工作室级声音变换与表演捕捉工具。",
        "rating": 4.2,
        "tags": [
          "studio",
          "voice"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.altered.ai&sz=64",
        "verdict": {
          "zh": "适合后期对白修补；实时低延迟场景自行基准测试。",
          "en": "Latency bake-offs."
        }
      },
      {
        "name": "Zencastr",
        "url": "https://zencastr.com/",
        "desc": "播客远程录音与视频采集平台。",
        "rating": 4.4,
        "tags": [
          "podcast",
          "remote"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=zencastr.com&sz=64",
        "verdict": {
          "zh": "适合双人远程访谈；复杂视频剪辑导出走后制。",
          "en": "Editorial finishing elsewhere."
        }
      },
      {
        "name": "Apollo.io",
        "url": "https://www.apollo.io/",
        "desc": "联系人数据库与销售互动工作台（AI 辅助）。",
        "rating": 4.4,
        "tags": [
          "sales",
          "leads"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.apollo.io&sz=64",
        "verdict": {
          "zh": "适合北美线索挖掘；欧洲个人信息边界需复核。",
          "en": "GDPR persona gaps."
        }
      },
      {
        "name": "OBS Studio",
        "url": "https://obsproject.com/",
        "desc": "开源直播录屏合成（行业标准）。",
        "rating": 4.8,
        "tags": [
          "streaming",
          "oss"
        ],
        "icon": "https://obsproject.com/favicon-32x32.png",
        "verdict": {
          "zh": "适合教程录制；插件崩溃要学会最小复现。",
          "en": "Plugin crash triage."
        }
      }
    ],
    "section-6": [
      {
        "name": "AIPPT",
        "url": "https://www.aippt.cn",
        "desc": "全智能 AI 一键生成 PPT",
        "rating": 4.1,
        "tags": [
          "ppt",
          "ai",
          "generation"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.aippt.cn&sz=64",
        "verdict": {
          "zh": "适合从零生成大纲型演示；不适合像素级人工美术执导。",
          "en": "Fast outline-to-deck generation; not pixel-perfect art direction."
        }
      },
      {
        "name": "arXiv cs.LG",
        "url": "https://arxiv.org/list/cs.LG/recent",
        "desc": "机器学习最新论文预印本列表。",
        "rating": 4.9,
        "tags": [
          "papers",
          "research"
        ],
        "icon": "https://arxiv.org/static/browse/0.3.4/images/icons/favicon-32x32.png",
        "verdict": {
          "zh": "适合追踪研究前沿；结论未同业评审需谨慎引用。",
          "en": "Cutting edge; preprint caveats."
        }
      },
      {
        "name": "MutableAI",
        "url": "https://mutable.ai/",
        "desc": "仓库级文档生成与代码问答（偏自动化文档）。",
        "rating": 4.0,
        "tags": [
          "docs",
          "repo"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=mutable.ai&sz=64",
        "verdict": {
          "zh": "适合补全 stale 文档；对外承诺仍需人工校对。",
          "en": "Doc refresh; human proofread outbound."
        }
      },
      {
        "name": "SWE-bench 榜单参考",
        "url": "https://www.swebench.com/",
        "desc": "软件工程 Agent 基准与排行榜（选型对照，不是 IDE）。",
        "rating": 4.6,
        "tags": [
          "benchmark",
          "research"
        ],
        "icon": "https://www.swebench.com/favicon.ico",
        "verdict": {
          "zh": "适合评估 Agent 能力上限；分数≠你团队落地速度。",
          "en": "Benchmarks ≠ team velocity."
        }
      },
      {
        "name": "Perplexity Comet",
        "url": "https://www.perplexity.ai/",
        "desc": "对话式搜索与研究摘要（引用卡片）。",
        "rating": 4.6,
        "tags": [
          "research",
          "citations"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.perplexity.ai&sz=64",
        "verdict": {
          "zh": "适合快速调研起始；学术投稿仍需一手文献。",
          "en": "Start research; cite primaries for papers."
        }
      },
      {
        "name": "Notion AI（对话侧）",
        "url": "https://www.notion.so/",
        "desc": "文档数据库内的问答、改写与总结（套装）。",
        "rating": 4.3,
        "tags": [
          "docs",
          "team"
        ],
        "icon": "https://www.notion.so/front-static/favicon.ico",
        "verdict": {
          "zh": "适合知识库内闭环；跨工具上下文有限。",
          "en": "In-Notion context mostly."
        }
      },
      {
        "name": "Raycast AI",
        "url": "https://www.raycast.com/",
        "desc": "macOS 启动器内的快捷 AI 片段与工作流。",
        "rating": 4.5,
        "tags": [
          "macos",
          "productivity"
        ],
        "icon": "https://www.raycast.com/favicon-production.png",
        "verdict": {
          "zh": "适合重度快捷键用户；Windows 支持有限。",
          "en": "macOS-first power users."
        }
      },
      {
        "name": "Elicit",
        "url": "https://elicit.org",
        "desc": "学术研究AI搜索引擎,帮助查找和分析论文",
        "rating": 4.1,
        "tags": [
          "search",
          "research",
          "qa"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=elicit.org&sz=64"
      },
      {
        "name": "Scite.ai",
        "url": "https://scite.ai/",
        "desc": "引用语境分类（支持/反驳/提及）的文献工具。",
        "rating": 4.5,
        "tags": [
          "citations",
          "research"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=scite.ai&sz=64",
        "verdict": {
          "zh": "适合系统性综述引用筛查；数据库覆盖仍有盲区。",
          "en": "Citation context; coverage gaps remain."
        }
      },
      {
        "name": "360 AI 搜索（示例）",
        "url": "https://www.so.com/",
        "desc": "中文搜索引擎整合的 AI 摘要（功能随地域迭代）。",
        "rating": 4.1,
        "tags": [
          "cn",
          "search"
        ],
        "icon": "https://ss.360tres.com/static/121a1737750aa53d.ico",
        "verdict": {
          "zh": "适合中文素材聚合入门；商业检索核对原始出处。",
          "en": "CN SERP summaries; verify sources."
        }
      },
      {
        "name": "天工 AI 搜索",
        "url": "https://www.tiangong.cn/",
        "desc": "昆仑万维系的中文检索问答入口（能力随版本）。",
        "rating": 4.2,
        "tags": [
          "cn",
          "search"
        ],
        "icon": "https://static.tiangong.cn/prod-skywork-web-bundle/favicon.ico",
        "verdict": {
          "zh": "适合中文多跳问答草稿；敏感领域多重校验。",
          "en": "Multi-hop CN drafts; double-check sensitive domains."
        }
      },
      {
        "name": "Gamma",
        "url": "https://gamma.app",
        "desc": "AI演示文稿生成工具,快速创建美观的PPT",
        "rating": 3.8,
        "tags": [
          "office",
          "docs",
          "team"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=gamma.app&sz=64"
      },
      {
        "name": "Tome",
        "url": "https://tome.app",
        "desc": "AI故事演示工具,创建引人入胜的演示文稿",
        "rating": 3.9,
        "tags": [
          "office",
          "docs",
          "team"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=tome.app&sz=64"
      },
      {
        "name": "Coda AI",
        "url": "https://coda.io/",
        "desc": "文档即应用的公式与 AI 列（协作数据库）。",
        "rating": 4.4,
        "tags": [
          "docs",
          "sheet"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=coda.io&sz=64",
        "verdict": {
          "zh": "适合轻量 ERP 替代草案；复杂事务逻辑留意性能。",
          "en": "Watch perf on heavy formulas."
        }
      },
      {
        "name": "Craft Docs",
        "url": "https://www.craft.do/",
        "desc": "Apple 生态友好的块文档与 AI 改写。",
        "rating": 4.3,
        "tags": [
          "notes",
          "apple"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.craft.do&sz=64",
        "verdict": {
          "zh": "适合个人知识库美观排版；Windows/Android 体验次之。",
          "en": "Apple-first UX."
        }
      },
      {
        "name": "Google NotebookLM",
        "url": "https://notebooklm.google.com/",
        "desc": "基于私有文档语料的摘要与问答（区域差异）。",
        "rating": 4.5,
        "tags": [
          "research",
          "rag"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=notebooklm.google.com&sz=64",
        "verdict": {
          "zh": "适合论文包闭环问答；不要默认上传机密 PDF。",
          "en": "No classified PDFs to cloud."
        }
      },
      {
        "name": "飞书文档 AI",
        "url": "https://www.feishu.cn/",
        "desc": "字节飞书套件内的摘要、翻译与生成（企业开通）。",
        "rating": 4.4,
        "tags": [
          "cn",
          "enterprise"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.feishu.cn&sz=64",
        "verdict": {
          "zh": "适合已上飞书的公司；独立个人轻度过重。",
          "en": "Org-first rollout."
        }
      },
      {
        "name": "腾讯文档 AI",
        "url": "https://docs.qq.com/",
        "desc": "在线表格与幻灯内的智能公式与文案提示。",
        "rating": 4.2,
        "tags": [
          "cn",
          "sheets"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=docs.qq.com&sz=64",
        "verdict": {
          "zh": "适合微信生态协同编辑；复杂宏不如桌面 Excel。",
          "en": "WeChat-ecosystem edits."
        }
      },
      {
        "name": "WPS AI",
        "url": "https://www.wps.cn/",
        "desc": "金山办公套件内的中文写作与表格助手。",
        "rating": 4.2,
        "tags": [
          "office",
          "cn"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.wps.cn&sz=64",
        "verdict": {
          "zh": "适合国产化替代路径；跨平台样式兼容留意。",
          "en": "Layout parity checks."
        }
      },
      {
        "name": "Roam Research",
        "url": "https://roamresearch.com/",
        "desc": "块引用图谱笔记鼻祖之一（订阅）。",
        "rating": 4.3,
        "tags": [
          "graph",
          "notes"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=roamresearch.com&sz=64",
        "verdict": {
          "zh": "适合深度链接思考；价格门槛挡住 casual 用户。",
          "en": "Premium pricing gate."
        }
      },
      {
        "name": "UserTesting Human Insight",
        "url": "https://www.usertesting.com/",
        "desc": "真人录制反馈 + 文本摘要（企业级）。",
        "rating": 4.5,
        "tags": [
          "research",
          "enterprise"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.usertesting.com&sz=64",
        "verdict": {
          "zh": "适合中大厂定性研究；预算门槛高。",
          "en": "Premium budgets."
        }
      },
      {
        "name": "NeurIPS Proceedings",
        "url": "https://papers.nips.cc/",
        "desc": "NeurIPS 论文库官方索引。",
        "rating": 4.9,
        "tags": [
          "conference",
          "research"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=papers.nips.cc&sz=64",
        "verdict": {
          "zh": "适合追踪顶会主题；消化成本高需配合综述。",
          "en": "Needs survey companions."
        }
      },
      {
        "name": "MDN Web Docs",
        "url": "https://developer.mozilla.org",
        "desc": "Mozilla 维护的 Web 技术文档,HTML/CSS/JS 权威参考",
        "rating": 4.5,
        "tags": [
          "docs",
          "api",
          "ref"
        ],
        "icon": "https://developer.mozilla.org/favicon.ico"
      },
      {
        "name": "Can I Use",
        "url": "https://caniuse.com",
        "desc": "浏览器兼容性查询工具,检查 Web API 和 CSS 特性支持情况",
        "rating": 4.8,
        "tags": [
          "docs",
          "api",
          "ref"
        ],
        "icon": "https://caniuse.com/img/favicon-128.png"
      },
      {
        "name": "Tailwind CSS Docs",
        "url": "https://tailwindcss.com/docs",
        "desc": "原子化 CSS 框架官方文档（v4 演进留意）。",
        "rating": 4.8,
        "tags": [
          "css",
          "web"
        ],
        "icon": "https://tailwindcss.com/favicons/favicon-32x32.png?v=4",
        "verdict": {
          "zh": "适合与设计 token 对齐的工程团队；抗拒 utility 哲学的团队慎入。",
          "en": "Utility-first culture fit."
        }
      },
      {
        "name": "React Docs",
        "url": "https://react.dev/",
        "desc": "React 官方文档（含并发与 Server Components 章节）。",
        "rating": 4.9,
        "tags": [
          "react",
          "web"
        ],
        "icon": "https://react.dev/favicon-32x32.png",
        "verdict": {
          "zh": "适合前端必修课；遗留类组件文档查阅 legacy 入口。",
          "en": "Legacy patterns sidebar."
        }
      },
      {
        "name": "Vue.js Docs",
        "url": "https://vuejs.org/",
        "desc": "Vue 3 组合式 API 官方文档。",
        "rating": 4.8,
        "tags": [
          "vue",
          "web"
        ],
        "icon": "https://vuejs.org/logo.svg",
        "verdict": {
          "zh": "适合渐进式迁移 jQuery 项目；TS 极致类型体操不如 React 生态案例多。",
          "en": "TS ergonomics subjective."
        }
      },
      {
        "name": "Python 3 Docs",
        "url": "https://docs.python.org/3/",
        "desc": "Python 标准库与语言参考。",
        "rating": 4.8,
        "tags": [
          "python",
          "stdlib"
        ],
        "icon": "https://docs.python.org/_static/py.svg",
        "verdict": {
          "zh": "适合脚本到中型服务；高性能数值内核仍看 C++/Rust。",
          "en": "Perf hotspots elsewhere."
        }
      },
      {
        "name": "Kubernetes Docs",
        "url": "https://kubernetes.io/docs/",
        "desc": "容器编排官方手册（概念稠密）。",
        "rating": 4.7,
        "tags": [
          "k8s",
          "ops"
        ],
        "icon": "https://kubernetes.io/icons/favicon-64.png",
        "verdict": {
          "zh": "适合平台工程师；小团队先用托管控制平面。",
          "en": "Managed control planes first."
        }
      },
      {
        "name": "PostgreSQL Docs",
        "url": "https://www.postgresql.org/docs/",
        "desc": "关系型数据库官方手册。",
        "rating": 4.8,
        "tags": [
          "sql",
          "db"
        ],
        "icon": "https://www.postgresql.org/favicon.ico",
        "verdict": {
          "zh": "适合严肃 OLTP；极致横向扩展另有专用方案。",
          "en": "Sharding story separate."
        }
      },
      {
        "name": "Twilio Docs",
        "url": "https://www.twilio.com/docs",
        "desc": "短信语音 API 文档（示例丰富）。",
        "rating": 4.7,
        "tags": [
          "api",
          "comms"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.twilio.com&sz=64",
        "verdict": {
          "zh": "适合验证码与通知通道；费用瀑布账单需监控。",
          "en": "Watch usage billing."
        }
      },
      {
        "name": "Terraform Docs",
        "url": "https://developer.hashicorp.com/terraform/docs",
        "desc": "基础设施即代码官方文档（HashiCorp）。",
        "rating": 4.6,
        "tags": [
          "iac",
          "cloud"
        ],
        "icon": "https://developer.hashicorp.com/favicon.ico",
        "verdict": {
          "zh": "适合多云资源建模；许可变更历史留意社区讨论。",
          "en": "License changes drama."
        }
      },
      {
        "name": "Ansible Docs",
        "url": "https://docs.ansible.com/",
        "desc": "无 agent 配置管理文档（Red Hat）。",
        "rating": 4.6,
        "tags": [
          "config",
          "ssh"
        ],
        "icon": "https://docs.ansible.com/favicon/favicon.ico",
        "verdict": {
          "zh": "适合 SSH 可达主机批量改配；实时编排不如专用控制器。",
          "en": "Real-time control trade-offs."
        }
      },
      {
        "name": "Storybook",
        "url": "https://storybook.js.org/",
        "desc": "组件开发与文档沙盒（a11y/visual addons）。",
        "rating": 4.7,
        "tags": [
          "design system",
          "docs"
        ],
        "icon": "https://storybook.js.org/icon.svg",
        "verdict": {
          "zh": "适合设计系统交付；维护成本随组件数量线性上升。",
          "en": "Ops cost scales."
        }
      },
      {
        "name": "Levels.fyi",
        "url": "https://www.levels.fyi/",
        "desc": "科技公司薪酬等级匿名 crowdsourcing（谈判参考）。",
        "rating": 4.6,
        "tags": [
          "comp",
          "research"
        ],
        "icon": "https://www.levels.fyi/favicon.png",
        "verdict": {
          "zh": "适合 offer 谈判区间感受器；样本偏差自行加权。",
          "en": "Crowdsourced bias."
        }
      },
      {
        "name": "Glassdoor",
        "url": "https://www.glassdoor.com/",
        "desc": "雇主点评与薪资自述聚合（英文为主）。",
        "rating": 4.3,
        "tags": [
          "reviews",
          "research"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.glassdoor.com&sz=64",
        "verdict": {
          "zh": "适合感受团队口碑噪声；极端评分警惕刷评。",
          "en": "Astroturfing risk."
        }
      },
      {
        "name": "Fastread",
        "url": "https://fastread.com",
        "desc": "快速阅读和文档处理AI工具，提供智能摘要和内容分析功能",
        "rating": 4.5,
        "tags": [
          "reading",
          "ai",
          "summary",
          "productivity"
        ],
        "icon": "assets/fastread.svg",
        "isPromo": true
      }
    ],
    "section-7": [
      {
        "name": "Reddit r/MachineLearning",
        "url": "https://www.reddit.com/r/MachineLearning/",
        "desc": "论文讨论与业界 gossip（学界风向）。",
        "rating": 4.5,
        "tags": [
          "ml",
          "forum"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.reddit.com&sz=64",
        "verdict": {
          "zh": "适合追踪论文话题；噪声高，需自行甄别。",
          "en": "Paper chatter; noisy signal."
        }
      },
      {
        "name": "Small AI Blog（Jay Alammar）",
        "url": "https://jalammar.github.io/",
        "desc": "图解 Transformer 等经典 AI 博客（英文）。",
        "rating": 4.8,
        "tags": [
          "tutorial",
          "visual"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=jalammar.github.io&sz=64",
        "verdict": {
          "zh": "适合入门可视化理解；模型迭代快需对照最新论文。",
          "en": "Great visuals; pair with fresh papers."
        }
      },
      {
        "name": "LanguageTool",
        "url": "https://languagetool.org/",
        "desc": "多语言开源语法检查（可自托管）。",
        "rating": 4.4,
        "tags": [
          "i18n",
          "oss"
        ],
        "icon": "https://languagetool.org/images/favicons/favicon-16x16.png",
        "verdict": {
          "zh": "适合多语种基础校对；深度风格不及专职编辑器。",
          "en": "Multilingual basics; lighter style depth."
        }
      },
      {
        "name": "Storyboard That",
        "url": "https://www.storyboardthat.com/",
        "desc": "教育向分镜与叙事板模板（模板驱动）。",
        "rating": 4.1,
        "tags": [
          "education",
          "story"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.storyboardthat.com&sz=64",
        "verdict": {
          "zh": "适合课堂演示；电影工业精度不足。",
          "en": "Classroom storyboards."
        }
      },
      {
        "name": "Persado",
        "url": "https://www.persado.com/",
        "desc": "营销语言实验平台（大规模多变量测试）。",
        "rating": 4.3,
        "tags": [
          "language",
          "experiment"
        ],
        "icon": "https://www.persado.com/favicon.ico?favicon.08ls.lybzyemm.ico",
        "verdict": {
          "zh": "适合大体量零售文案；创意灵魂可能被均值拉平。",
          "en": "Mean-reverting creativity."
        }
      },
      {
        "name": "Coursera AI",
        "url": "https://www.coursera.org",
        "desc": "在线学习平台,提供AI和机器学习课程",
        "rating": 4.4,
        "tags": [
          "learn",
          "course",
          "study"
        ],
        "icon": "https://d3njjcbhbojbot.cloudfront.net/web/images/favicons/favicon-v2-194x194.png"
      },
      {
        "name": "Khan Academy",
        "url": "https://www.khanacademy.org",
        "desc": "免费在线教育平台,包含AI相关课程",
        "rating": 4.7,
        "tags": [
          "learn",
          "course",
          "study"
        ],
        "icon": "https://cdn.kastatic.org/images/favicon.ico?logo"
      },
      {
        "name": "edX",
        "url": "https://www.edx.org",
        "desc": "在线课程平台,提供顶尖大学的AI课程",
        "rating": 4.0,
        "tags": [
          "learn",
          "course",
          "study"
        ],
        "icon": "https://www.edx.org/favicon.ico"
      },
      {
        "name": "DeepLearning.AI",
        "url": "https://www.deeplearning.ai/",
        "desc": "Andrew Ng 系短期课程与专项（Coursera 联合）。",
        "rating": 4.8,
        "tags": [
          "course",
          "ml"
        ],
        "icon": "https://www.deeplearning.ai/static/favicons/favicon.ico",
        "verdict": {
          "zh": "适合系统性入门深度学习；最新论文需另订论文阅读清单。",
          "en": "Pair with fresh papers."
        }
      },
      {
        "name": "Stanford CS231n",
        "url": "https://cs231n.stanford.edu/",
        "desc": "Convolutional Neural Networks for Visual Recognition。",
        "rating": 4.9,
        "tags": [
          "vision",
          "course"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=cs231n.stanford.edu&sz=64",
        "verdict": {
          "zh": "适合 CV 路线基石；作业环境偏 PyTorch 迁移需自查。",
          "en": "Assignment stack evolves."
        }
      },
      {
        "name": "MIT OpenCourseWare 6.S191",
        "url": "https://introtodeeplearning.com/",
        "desc": "MIT 深度学习入门（春季学期同步）。",
        "rating": 4.7,
        "tags": [
          "mit",
          "dl"
        ],
        "icon": "https://introtodeeplearning.com/images/favicon.png",
        "verdict": {
          "zh": "适合英文授课耐受好的本科生；中文讲义需自建笔记。",
          "en": "EN lectures."
        }
      },
      {
        "name": "Hugging Face NLP Course",
        "url": "https://huggingface.co/learn/nlp-course",
        "desc": "Transformer 库配套教程（实战导向）。",
        "rating": 4.8,
        "tags": [
          "nlp",
          "oss"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=huggingface.co&sz=64",
        "verdict": {
          "zh": "适合快速上手 HF API；底层数学点到为止。",
          "en": "API-first pedagogy."
        }
      },
      {
        "name": "Full Stack Deep Learning",
        "url": "https://fullstackdeeplearning.com/",
        "desc": "从实验到生产的 ML 工程课程（开源）。",
        "rating": 4.6,
        "tags": [
          "mlops",
          "course"
        ],
        "icon": "https://fullstackdeeplearning.com/images/favicon.png",
        "verdict": {
          "zh": "适合要把模型上线的工程师；云账单要自己盯。",
          "en": "Watch cloud bills."
        }
      },
      {
        "name": "李宏毅机器学习课程",
        "url": "https://speech.ee.ntu.edu.tw/~hylee/ml/2023-spring.php",
        "desc": "中文深度学习公开课（台湾大学）。",
        "rating": 4.8,
        "tags": [
          "zh",
          "dl"
        ],
        "icon": "https://speech.ee.ntu.edu.tw/favicon.ico",
        "verdict": {
          "zh": "适合中文母语者系统入门；作业环境需自备 GPU。",
          "en": "Bring your own GPU."
        }
      },
      {
        "name": "动手学深度学习（D2L）",
        "url": "https://zh.d2l.ai/",
        "desc": "中英文双语深度学习教材与代码。",
        "rating": 4.8,
        "tags": [
          "zh",
          "book"
        ],
        "icon": "https://zh.d2l.ai/_static/favicon.png",
        "verdict": {
          "zh": "适合边看边敲 MXNet/PyTorch 版本对照；框架迁移留意 API。",
          "en": "Framework drift awareness."
        }
      },
      {
        "name": "机器学习白板推导系列（知乎/B站检索）",
        "url": "https://www.zhihu.com/",
        "desc": "中文公式推导类连载（入口依作者主页检索）。",
        "rating": 4.5,
        "tags": [
          "zh",
          "math"
        ],
        "icon": "https://static.zhihu.com/heifetz/favicon.ico",
        "verdict": {
          "zh": "适合补足矩阵导数直觉；版权归属分散请收藏原作者。",
          "en": "Follow original authors."
        }
      },
      {
        "name": "Kaggle Learn",
        "url": "https://www.kaggle.com/learn",
        "desc": "微课程 + Notebook 实战（竞赛向）。",
        "rating": 4.5,
        "tags": [
          "competition",
          "micro-course"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.kaggle.com&sz=64",
        "verdict": {
          "zh": "适合快速刷赛道套路；工业数据漂移议题覆盖有限。",
          "en": "Thin on prod drift."
        }
      },
      {
        "name": "DataCamp AI",
        "url": "https://www.datacamp.com/",
        "desc": "交互式数据科学与生成式 AI 短课（订阅）。",
        "rating": 4.3,
        "tags": [
          "data",
          "course"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.datacamp.com&sz=64",
        "verdict": {
          "zh": "适合零基础转行；深度理论不如大学课。",
          "en": "Bootcamp depth."
        }
      },
      {
        "name": "LinkedIn Learning AI",
        "url": "https://www.linkedin.com/learning/",
        "desc": "职场向短视频课程库（企业订阅常见）。",
        "rating": 4.1,
        "tags": [
          "career",
          "short"
        ],
        "icon": "https://static.licdn.cn/aero-v1/sc/h/3dio89ba7ceqktt0kek3tla5w",
        "verdict": {
          "zh": "适合管理层科普；工程师深度实验换平台。",
          "en": "Exec literacy tier."
        }
      },
      {
        "name": "TypeScript Handbook",
        "url": "https://www.typescriptlang.org/docs/",
        "desc": "TS 语言手册与 Playground。",
        "rating": 4.8,
        "tags": [
          "ts",
          "language"
        ],
        "icon": "https://www.typescriptlang.org/favicon-32x32.png?v=8944a05a8b601855de116c8a56d3b3ae",
        "verdict": {
          "zh": "适合中大型前端基建；小型脚本可能过度工程。",
          "en": "Overkill for tiny scripts."
        }
      }
    ],
    "section-8": [
      {
        "name": "魔搭",
        "url": "https://modelscope.cn/",
        "desc": "开源的模型即服务共享平台,为泛AI开发者提供灵活、易用、低成本的一站式模型服务产品,让模型应用更简单",
        "rating": 4.8,
        "tags": [
          "ai",
          "models",
          "open source"
        ],
        "icon": "https://g.alicdn.com/sail-web/maas/2.13.65/favicon/128.ico",
        "verdict": {
          "zh": "适合试用国产开源模型与一站式推理；不适合完全离线-only 或禁止数据出境的场景。",
          "en": "Great for OSS models and hosted inference trials; skip for fully offline or strict data-sovereignty stacks."
        }
      },
      {
        "name": "Openrouter",
        "url": "https://openrouter.ai",
        "desc": "gpt pass平台,提供各种大模型接口,有部分模型可免费试用",
        "rating": 4.0,
        "tags": [
          "api",
          "models",
          "gateway"
        ],
        "icon": "https://openrouter.ai/favicon.ico?favicon.08_ykss2i5cax.ico",
        "verdict": {
          "zh": "适合一盘棋路由多家闭源模型；不适合必须单一账单来源的企业采购。",
          "en": "Nice unified routing across vendors; messy if procurement demands one invoice."
        }
      },
      {
        "name": "MiniMax",
        "url": "https://www.minimaxi.com/",
        "desc": "文本、语音、视频多模态生成与 API 平台。",
        "rating": 4.3,
        "tags": [
          "multimodal",
          "api"
        ],
        "icon": "https://www.minimaxi.com/favicon.ico",
        "verdict": {
          "zh": "适合音视频实验与一体化 API；不适合未审版权素材商用直出。",
          "en": "Multimodal experiments; vet rights before commercial use."
        }
      },
      {
        "name": "Hugging Face",
        "url": "https://huggingface.co/",
        "desc": "开源模型、数据集与 Spaces 演示社区。",
        "rating": 4.8,
        "tags": [
          "open source",
          "models"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=huggingface.co&sz=64",
        "verdict": {
          "zh": "适合检索权重与复现论文；不适合在生产不经评测直接套最新 checkpoint。",
          "en": "Weights & repro hub; don’t ship unchecked checkpoints."
        }
      },
      {
        "name": "Together AI",
        "url": "https://www.together.ai/",
        "desc": "开源模型推理与微调云平台。",
        "rating": 4.3,
        "tags": [
          "api",
          "oss"
        ],
        "icon": "https://cdn.prod.website-files.com/69654e88dce9154b5f1206dd/699e382b218f39bfa0a115d9_favicon.png",
        "verdict": {
          "zh": "适合 Llama/Mistral 等开源推理；不适合期望一站式桌面 IDE。",
          "en": "OSS inference; not a full IDE bundle."
        }
      },
      {
        "name": "百川智能",
        "url": "https://www.baichuan-ai.com/",
        "desc": "中文大模型与行业解决方案提供商。",
        "rating": 4.2,
        "tags": [
          "cn",
          "enterprise"
        ],
        "icon": "https://cdn.baichuan-ai.com/build/_next/static/media/favicon-96x96.15rlx4p_j1mxx.png",
        "verdict": {
          "zh": "适合中文行业方案选型清单；不适合国际化-only 团队的标准底座。",
          "en": "CN industry stacks; weak global-only default."
        }
      },
      {
        "name": "零一万物 Yi",
        "url": "https://www.lingyiwanwu.com/",
        "desc": "Yi 系列开源与云服务模型矩阵。",
        "rating": 4.2,
        "tags": [
          "oss",
          "api"
        ],
        "icon": "https://user-assets.sxlcdn.com/images/987821/Fm7ayy5Tii5W2MdEJvaX2fhyXJK_.png?imageMogr2/strip/auto-orient/thumbnail/64x64>/format/png",
        "verdict": {
          "zh": "适合中英双语模型对照试验；不适合不经安全红队的对外 Agent。",
          "en": "Bilingual trials; red-team agents first."
        }
      },
      {
        "name": "Ghost",
        "url": "https://ghost.org/",
        "desc": "开源博客与会员订阅 CMS（可自托管）。",
        "rating": 4.6,
        "tags": [
          "cms",
          "oss"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=ghost.org&sz=64",
        "verdict": {
          "zh": "适合自建内容与订阅闭环；不适合零运维 SaaS-only 团队。",
          "en": "Self-host publishers; ops overhead."
        }
      },
      {
        "name": "Hacker News",
        "url": "https://news.ycombinator.com/",
        "desc": "YC 社区聚合的科技链接与讨论（开发者风向标）。",
        "rating": 4.7,
        "tags": [
          "community",
          "tech"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=news.ycombinator.com&sz=64",
        "verdict": {
          "zh": "适合追踪工程师口味的前沿话题；不适合当成严谨同行评议。",
          "en": "Engineering zeitgeist; not peer review."
        }
      },
      {
        "name": "Bolt.new（StackBlitz）",
        "url": "https://bolt.new/",
        "desc": "浏览器内 AI 生成全栈项目并即时预览。",
        "rating": 4.4,
        "tags": [
          "prototype",
          "web"
        ],
        "icon": "https://bolt.new/static/favicon.svg",
        "verdict": {
          "zh": "适合黑客松速型 MVP；生产依赖与审计需重做。",
          "en": "Hackathon MVPs; rebuild deps audits."
        }
      },
      {
        "name": "Warp terminal AI",
        "url": "https://www.warp.dev/",
        "desc": "终端内置命令建议与工作流（macOS 主力）。",
        "rating": 4.3,
        "tags": [
          "cli",
          "terminal"
        ],
        "icon": "https://www.warp.dev/favicon-16x16.png",
        "verdict": {
          "zh": "适合高频终端用户；团队许可策略需评估。",
          "en": "CLI productivity; check licensing."
        }
      },
      {
        "name": "CodeGeeX",
        "url": "https://codegeex.cn/",
        "desc": "智谱系开源补全与对话插件（多语言）。",
        "rating": 4.3,
        "tags": [
          "autocomplete",
          "oss"
        ],
        "icon": "https://codegeex.cn/assets/images/only_logo_dark.png",
        "verdict": {
          "zh": "适合中英双语补全；前沿特性迭代留意隐私条款。",
          "en": "Bilingual completions; read privacy terms."
        }
      },
      {
        "name": "Character.AI",
        "url": "https://character.ai/",
        "desc": "角色扮演与虚构 persona 聊天社区。",
        "rating": 4.0,
        "tags": [
          "roleplay",
          "community"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=character.ai&sz=64",
        "verdict": {
          "zh": "适合娱乐创作；不适合未成年敏感场景无人监护。",
          "en": "Entertainment; supervise minors."
        }
      },
      {
        "name": "Slack AI（各套件）",
        "url": "https://slack.com/",
        "desc": "企业协作工具内的摘要与检索问答（视套餐启用）。",
        "rating": 4.2,
        "tags": [
          "enterprise",
          "summarize"
        ],
        "icon": "https://a.slack-edge.com/e6a93c1/img/icons/favicon-32.png",
        "verdict": {
          "zh": "适合频道纪要要点；机密频道权限模型要先校准。",
          "en": "Channel summaries; fix ACLs first."
        }
      },
      {
        "name": "NightCafe",
        "url": "https://creator.nightcafe.studio/",
        "desc": "多模型竞技场式的图像生成社区。",
        "rating": 4.2,
        "tags": [
          "community",
          "contest"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=creator.nightcafe.studio&sz=64",
        "verdict": {
          "zh": "适合玩法多样的模型对照；商用请看模型条款。",
          "en": "Model roulette; check ToS."
        }
      },
      {
        "name": "Opus Clip",
        "url": "https://www.opus.pro/",
        "desc": "长视频自动切片成短视频候选镜头（运营向）。",
        "rating": 4.4,
        "tags": [
          "clipping",
          "social"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.opus.pro&sz=64",
        "verdict": {
          "zh": "适合直播回放拆解；爆款节奏仍需人工剪辑师。",
          "en": "Human editor for pacing."
        }
      },
      {
        "name": "ClickUp AI",
        "url": "https://clickup.com/",
        "desc": "项目管理内置摘要、任务草稿与自动化（随套餐）。",
        "rating": 4.3,
        "tags": [
          "pm",
          "tasks"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=clickup.com&sz=64",
        "verdict": {
          "zh": "适合中小团队 All-in-one；重度离线不可用。",
          "en": "SMB all-in-one; online-first."
        }
      },
      {
        "name": "Asana AI",
        "url": "https://asana.com/",
        "desc": "工作流智能摘要与状态更新草稿。",
        "rating": 4.2,
        "tags": [
          "pm",
          "enterprise"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=asana.com&sz=64",
        "verdict": {
          "zh": "适合跨部门项目可视化；AI 为附加能力非核心差异。",
          "en": "AI is additive; roadmap shifts."
        }
      },
      {
        "name": "Logseq",
        "url": "https://logseq.com/",
        "desc": "大纲双向链接笔记，可接本地模型（DIY）。",
        "rating": 4.4,
        "tags": [
          "oss",
          "outline"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=logseq.com&sz=64",
        "verdict": {
          "zh": "适合开发者 DIY PKM；移动端体验不如桌面。",
          "en": "Desktop-first."
        }
      },
      {
        "name": "Zapier AI",
        "url": "https://zapier.com/",
        "desc": "无代码自动化里的自然语言生成 Zaps。",
        "rating": 4.3,
        "tags": [
          "automation",
          "no-code"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=zapier.com&sz=64",
        "verdict": {
          "zh": "适合运营串联 SaaS；复杂分支不如代码编排清晰。",
          "en": "Complex branching → code."
        }
      },
      {
        "name": "n8n",
        "url": "https://n8n.io/",
        "desc": "可自托管的开源自动化编排（Fair-code）。",
        "rating": 4.6,
        "tags": [
          "oss",
          "self-host"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=n8n.io&sz=64",
        "verdict": {
          "zh": "适合内网合规闭环；运维与升级自担。",
          "en": "You operate upgrades."
        }
      },
      {
        "name": "Framer AI",
        "url": "https://www.framer.com/",
        "desc": "站点生成与可视化建站（偏营销落地页）。",
        "rating": 4.5,
        "tags": [
          "web",
          "no-code"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.framer.com&sz=64",
        "verdict": {
          "zh": "适合快速上线营销站；复杂后端逻辑另寻框架。",
          "en": "Marketing sites chiefly."
        }
      },
      {
        "name": "Webflow AI",
        "url": "https://webflow.com/",
        "desc": "可视化 CMS 建站内的文案与组件建议（演进型）。",
        "rating": 4.4,
        "tags": [
          "cms",
          "web"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=webflow.com&sz=64",
        "verdict": {
          "zh": "适合设计师交付站点；工程师组件库深度集成有限。",
          "en": "Designer-led builds."
        }
      },
      {
        "name": "Fast.ai",
        "url": "https://www.fast.ai/",
        "desc": "自上而下实战深度学习免费课程。",
        "rating": 4.7,
        "tags": [
          "oss",
          "practical"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.fast.ai&sz=64",
        "verdict": {
          "zh": "适合习惯 Jupyter 的工程师；数学证明偏弱需补课。",
          "en": "Light theory depth."
        }
      },
      {
        "name": "Stripe API Reference",
        "url": "https://stripe.com/docs/api",
        "desc": "支付 REST API 交互式参考（行业标杆文档）。",
        "rating": 4.9,
        "tags": [
          "api",
          "payments"
        ],
        "icon": "https://b.stripecdn.com/docs-statics-srv/assets/1e61fcb4c0ade7b5a71bc5140919d381.png",
        "verdict": {
          "zh": "适合对接全球支付；合规 PCI 范围分清 Elements vs 自建。",
          "en": "PCI scope literacy."
        }
      },
      {
        "name": "OpenAPI Specification",
        "url": "https://spec.openapis.org/oas/latest.html",
        "desc": "REST API 描述标准（Swagger 生态基石）。",
        "rating": 4.7,
        "tags": [
          "spec",
          "api"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=spec.openapis.org&sz=64",
        "verdict": {
          "zh": "适合契约驱动协作；GraphQL 团队未必受益。",
          "en": "GraphQL shops differ."
        }
      },
      {
        "name": "GraphQL Learn",
        "url": "https://graphql.org/learn/",
        "desc": "GraphQL 查询语言官方教程。",
        "rating": 4.6,
        "tags": [
          "graphql",
          "api"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=graphql.org&sz=64",
        "verdict": {
          "zh": "适合前端聚合多个后端；N+1 与缓存课题要提前设计。",
          "en": "Design caching/N+1 early."
        }
      },
      {
        "name": "OWASP Cheatsheets",
        "url": "https://cheatsheetseries.owasp.org/",
        "desc": "应用安全速查表（认证、会话、注入）。",
        "rating": 4.9,
        "tags": [
          "security",
          "web"
        ],
        "icon": "https://cheatsheetseries.owasp.org/assets/WebSite_Favicon.png",
        "verdict": {
          "zh": "适合交付前自查清单；渗透测试仍雇专业团队。",
          "en": "Still hire pentesters."
        }
      },
      {
        "name": "1Panel",
        "url": "https://1panel.cn",
        "desc": "开源Linux 服务器运维管理面板,管理Linux服务器:主机监控、文件管理、数据库管理、容器管理...",
        "rating": 4.0,
        "tags": [
          "utility",
          "ops",
          "cli"
        ],
        "icon": "https://1panel.cn/favicon.png"
      },
      {
        "name": "flomo",
        "url": "https://flomoapp.com",
        "desc": "notes tool,全平台的卡片笔记，聚焦帮你记录更多想法与灵感，以及更好回顾过往记录",
        "rating": 4.2,
        "tags": [
          "utility",
          "ops",
          "cli"
        ],
        "icon": "https://flomoapp.com/images/logo-192x192.png"
      },
      {
        "name": "apifox echo",
        "url": "https://echo.apifox.com/",
        "desc": "Apifox Echo is a simple HTTP Request & Response Service,简单的monk接口",
        "rating": 4.1,
        "tags": [
          "utility",
          "ops",
          "cli"
        ],
        "icon": "https://cdn.apifox.com/app/project-icon/custom/20220917/8e28e520-30f9-47d2-a4ea-23c9e3019768.jpeg"
      },
      {
        "name": "Rectangle",
        "url": "https://rectangleapp.com/",
        "desc": "macOS 窗口磁贴（开源）。",
        "rating": 4.7,
        "tags": [
          "macos",
          "oss"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=rectangleapp.com&sz=64",
        "verdict": {
          "zh": "适合外接显示器布局；与自带 Stage Manager 策略协调。",
          "en": "Tune Stage Manager conflicts."
        }
      },
      {
        "name": "Karabiner-Elements",
        "url": "https://karabiner-elements.pqrs.org/",
        "desc": "macOS 键盘重映射（开源）。",
        "rating": 4.6,
        "tags": [
          "keyboard",
          "oss"
        ],
        "icon": "https://karabiner-elements.pqrs.org/favicons/favicon-32x32.png",
        "verdict": {
          "zh": "适合程序员键位魔改；系统升级后偶发权限重置。",
          "en": "macOS upgrades reset perms."
        }
      },
      {
        "name": "fzf",
        "url": "https://github.com/junegunn/fzf",
        "desc": "命令行模糊查找（开源）。",
        "rating": 4.8,
        "tags": [
          "cli",
          "oss"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=github.com&sz=64",
        "verdict": {
          "zh": "适合 shell 工作流提速；新手配置 bash/zsh 绑定要学习。",
          "en": "Shell binding learning curve."
        }
      },
      {
        "name": "ripgrep",
        "url": "https://github.com/BurntSushi/ripgrep",
        "desc": "极速递归 grep 替代品（Rust）。",
        "rating": 4.9,
        "tags": [
          "cli",
          "oss"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=github.com&sz=64",
        "verdict": {
          "zh": "适合大仓库检索；极少数边界正则行为与 grep 不同。",
          "en": "Regex edge cases differ."
        }
      },
      {
        "name": "bat",
        "url": "https://github.com/sharkdp/bat",
        "desc": "带语法高亮的 cat 替代（Rust）。",
        "rating": 4.7,
        "tags": [
          "cli",
          "oss"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=github.com&sz=64",
        "verdict": {
          "zh": "适合终端读代码；超大文件性能留意 paging。",
          "en": "Huge files → less."
        }
      },
      {
        "name": "jq",
        "url": "https://jqlang.github.io/jq/",
        "desc": "JSON 命令行处理器（事实标准）。",
        "rating": 4.8,
        "tags": [
          "cli",
          "json"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=jqlang.github.io&sz=64",
        "verdict": {
          "zh": "适合管线脚本；复杂转换可读性不如小型 Python。",
          "en": "Readable limits → Python."
        }
      },
      {
        "name": "yq",
        "url": "https://mikefarah.gitbook.io/yq/",
        "desc": "YAML/XML/TOML 命令行查询处理器。",
        "rating": 4.6,
        "tags": [
          "cli",
          "yaml"
        ],
        "icon": "https://mikefarah.gitbook.io/yq/~gitbook/icon?size=small&theme=light",
        "verdict": {
          "zh": "适合 K8s manifest 批处理；方言参数注意 fork。",
          "en": "Mind fork flavors."
        }
      },
      {
        "name": "HTTPie",
        "url": "https://httpie.io/",
        "desc": "人性化 curl 替代（含桌面版）。",
        "rating": 4.6,
        "tags": [
          "cli",
          "http"
        ],
        "icon": "https://httpie.io/Brand/Favicons/Black/android-icon-192x192.png",
        "verdict": {
          "zh": "适合可读调试 REST；二进制流上传 curl 仍稳。",
          "en": "Binary uploads → curl."
        }
      },
      {
        "name": "Insomnia",
        "url": "https://insomnia.rest/",
        "desc": "开源友好的 API 调试客户端（Kong 旗下）。",
        "rating": 4.5,
        "tags": [
          "api",
          "desktop"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=insomnia.rest&sz=64",
        "verdict": {
          "zh": "适合团队协作集合；重度 gRPC 另看专用工具。",
          "en": "gRPC depth varies."
        }
      },
      {
        "name": "ncdu",
        "url": "https://dev.yorhel.nl/ncdu",
        "desc": "终端磁盘占用可视化导航。",
        "rating": 4.7,
        "tags": [
          "cli",
          "disk"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=dev.yorhel.nl&sz=64",
        "verdict": {
          "zh": "适合服务器清磁盘；删除操作不可逆要谨慎。",
          "en": "Destructive ops caution."
        }
      },
      {
        "name": "Syncthing",
        "url": "https://syncthing.net/",
        "desc": "点对点文件夹同步（开源）。",
        "rating": 4.7,
        "tags": [
          "sync",
          "oss"
        ],
        "icon": "https://syncthing.net/img/favicons/favicon-32x32.png",
        "verdict": {
          "zh": "适合私密文件同步；无中心化审计合规自带。",
          "en": "BYO audit trails."
        }
      },
      {
        "name": "WireGuard",
        "url": "https://www.wireguard.com/",
        "desc": "现代极简 VPN 协议实现（内核态）。",
        "rating": 4.8,
        "tags": [
          "vpn",
          "oss"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.wireguard.com&sz=64",
        "verdict": {
          "zh": "适合自建低延迟隧道；密钥轮转流程要写 playbook。",
          "en": "Key rotation playbooks."
        }
      },
      {
        "name": "ffmpeg",
        "url": "https://ffmpeg.org/",
        "desc": "音视频瑞士军刀 CLI（LGPL/GPL 组件混合）。",
        "rating": 4.9,
        "tags": [
          "cli",
          "media"
        ],
        "icon": "https://ffmpeg.org/favicon.ico",
        "verdict": {
          "zh": "适合自动化流水线；许可证合规打包要小心。",
          "en": "LGPL/GPL bundle care."
        }
      },
      {
        "name": "excalidraw",
        "url": "https://excalidraw.com/",
        "desc": "手绘风白板（可自托管）。",
        "rating": 4.7,
        "tags": [
          "whiteboard",
          "oss"
        ],
        "icon": "https://excalidraw.com/favicon-32x32.png",
        "verdict": {
          "zh": "适合架构草图；印刷级矢量插画换专业工具。",
          "en": "Not print illustration."
        }
      },
      {
        "name": "draw.io / diagrams.net",
        "url": "https://www.diagrams.net/",
        "desc": "流程图与架构图（离线桌面版可用）。",
        "rating": 4.6,
        "tags": [
          "diagram",
          "oss"
        ],
        "icon": "https://www.diagrams.net/favicon.ico",
        "verdict": {
          "zh": "适合评审配图；复杂布局自动化不如代码生成图。",
          "en": "Diagram-as-code elsewhere."
        }
      },
      {
        "name": "Supabase",
        "url": "https://supabase.com/",
        "desc": "开源 Firebase 替代（Postgres + Auth + Storage）。",
        "rating": 4.7,
        "tags": [
          "baas",
          "oss"
        ],
        "icon": "https://supabase.com/favicon/favicon-16x16.png",
        "verdict": {
          "zh": "适合前端快速全栈；Row Level Security 策略要写测试。",
          "en": "RLS tests mandatory."
        }
      },
      {
        "name": "Appwrite",
        "url": "https://appwrite.io/",
        "desc": "自托管 BaaS（对标 Firebase）。",
        "rating": 4.5,
        "tags": [
          "baas",
          "oss"
        ],
        "icon": "https://appwrite.io/images/logos/logo.svg",
        "verdict": {
          "zh": "适合私有化合规；运维升级自担。",
          "en": "Self-operate upgrades."
        }
      },
      {
        "name": "Next.js",
        "url": "https://nextjs.org/",
        "desc": "React framework,React 框架",
        "rating": 3.9,
        "tags": [
          "frontend",
          "web",
          "js"
        ],
        "icon": "https://nextjs.org/favicon.ico?favicon.117ezoe8m31dk.ico"
      },
      {
        "name": "Haikei",
        "url": "https://app.haikei.app",
        "desc": "纯色图片生成",
        "rating": 4.1,
        "tags": [
          "frontend",
          "web",
          "js"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=app.haikei.app&sz=64"
      },
      {
        "name": "Page Spy",
        "url": "https://github.com/HuolalaTech/page-spy-web",
        "desc": "前端调试工具,提供类控制台可交互式的功能界面将数据呈现出来",
        "rating": 4.1,
        "tags": [
          "frontend",
          "web",
          "js"
        ],
        "icon": "https://github.githubassets.com/favicons/favicon.svg"
      },
      {
        "name": "PixiJS",
        "url": "https://pixijs.com/",
        "desc": "2D WebGL 渲染（游戏/HUD）。",
        "rating": 4.6,
        "tags": [
          "2d",
          "webgl"
        ],
        "icon": "https://pixijs.com/images/favicon.png",
        "verdict": {
          "zh": "适合高性能精灵批次；3D 场景换 Three/Babylon。",
          "en": "3D elsewhere."
        }
      },
      {
        "name": "Testing Library",
        "url": "https://testing-library.com/",
        "desc": "用户行为导向 DOM 测试哲学与工具集。",
        "rating": 4.8,
        "tags": [
          "unit",
          "a11y"
        ],
        "icon": "https://testing-library.com/img/octopus-32x32.png",
        "verdict": {
          "zh": "适合防止测试绑定实现细节；极底层组件偶尔不够。",
          "en": "Ultra-low-level gaps."
        }
      },
      {
        "name": "BOSS直聘（示例入口）",
        "url": "https://www.zhipin.com/",
        "desc": "中文即时沟通招聘平台（移动互联网职位）。",
        "rating": 4.3,
        "tags": [
          "zh",
          "mobile"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.zhipin.com&sz=64",
        "verdict": {
          "zh": "适合同城岗位高频沟通；隐私手机号别名策略要做好。",
          "en": "Burner numbers help."
        }
      },
      {
        "name": "脉脉",
        "url": "https://maimai.cn/",
        "desc": "中文职场社交网络（爆料与内推）。",
        "rating": 4.2,
        "tags": [
          "zh",
          "gossip"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=maimai.cn&sz=64",
        "verdict": {
          "zh": "适合打听团队氛围；匿名帖可信度打折。",
          "en": "Anonymous pinch of salt."
        }
      }
    ],
    "section-9": [
      {
        "name": "七牛云AI推理平台",
        "url": "https://s.qiniu.com/NJJ7Jn",
        "desc": "七牛云AI推理平台,提供各种大模型接口,有部分模型可免费试用,注册即送1500w token,常用的主流模型，基本都提供了（比如国外的 OpenAI、Gemini、Claude，国内的 DeepSeek、千问、豆包、智谱、Kimi）。模型广场（上图）列出了部分模型，完整列表需要查询 API。",
        "rating": 4.3,
        "tags": [
          "cloud",
          "api",
          "inference"
        ],
        "icon": "https://static.qiniu.com/favicon.ico",
        "verdict": {
          "zh": "适合已有七牛/国内账单主体的推理聚合试用；不适合只想匿名试用且不备案的团队（详见推广标注）。",
          "en": "Sensible if you already run CN infra/Qiniu; skip if you need frictionless anonymous trials (Promo)."
        }
      },
      {
        "name": "火山方舟",
        "url": "https://www.volcengine.com/product/ark",
        "desc": "字节跳动火山引擎大模型推理与精调平台。",
        "rating": 4.3,
        "tags": [
          "cloud",
          "api"
        ],
        "icon": "https://portal.volccdn.com/obj/volcfe/misc/favicon.png",
        "verdict": {
          "zh": "适合已有火山账单的企业推理；不适合个人零星低成本试错首选。",
          "en": "Enterprise-friendly if already on Volcengine."
        }
      },
      {
        "name": "Netlify Blog",
        "url": "https://www.netlify.com/blog/",
        "desc": "Jamstack 与前端基础设施实践文章。",
        "rating": 4.4,
        "tags": [
          "frontend",
          "hosting"
        ],
        "icon": "https://www.netlify.com/favicon/favicon.ico",
        "verdict": {
          "zh": "适合前端部署最佳实践；模型话题占比不高。",
          "en": "Front-end ops focus."
        }
      },
      {
        "name": "彩云小译",
        "url": "https://fanyi.caiyunapp.com/",
        "desc": "中英翻译与双语对照阅读（写作辅助向）。",
        "rating": 4.3,
        "tags": [
          "translate",
          "read"
        ],
        "icon": "https://www.caiyunapp.com/imgs/xiaoyilogo.png",
        "verdict": {
          "zh": "适合中英对照精读；专业术语仍建术语表。",
          "en": "Bilingual reading; maintain glossaries."
        }
      },
      {
        "name": "腾讯智影",
        "url": "https://zenvideo.qq.com/",
        "desc": "云端剪辑与数字人播报组合（套餐多变）。",
        "rating": 4.2,
        "tags": [
          "cn",
          "cloud"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=zenvideo.qq.com&sz=64",
        "verdict": {
          "zh": "适合政企宣传片试水；成片调色链路自行评估。",
          "en": "Corporate promo drafts."
        }
      },
      {
        "name": "Netlify",
        "url": "https://functions.netlify.com/",
        "desc": "Serverless platforms,网站托管",
        "rating": 4.6,
        "tags": [
          "cloud",
          "deploy",
          "host"
        ],
        "icon": "https://functions.netlify.com/favicon.svg"
      },
      {
        "name": "Vercel",
        "url": "https://vercel.com/",
        "desc": "Serverless platforms,网站托管",
        "rating": 3.7,
        "tags": [
          "cloud",
          "deploy",
          "host"
        ],
        "icon": "https://assets.vercel.com/image/upload/q_auto/front/favicon/vercel/apple-touch-icon-57x57.png"
      },
      {
        "name": "Claw.cloud",
        "url": "https://console.run.claw.cloud/signin?link=AXZL401YXZUJ",
        "desc": "云服务商,免费额度,Serverless platforms,网站托管,支持部署:Alist,dify,chatgpt-next-web,FastGPT,LibreChat,LobeChat,ChatNio等众多热门应用",
        "rating": 4.1,
        "tags": [
          "cloud",
          "deploy",
          "host"
        ],
        "icon": "https://console.run.claw.cloud/icons/favicon-32x32.png"
      },
      {
        "name": "AWS Lambda",
        "url": "https://aws.amazon.com/lambda/",
        "desc": "事件驱动无服务器计算（超大规模）。",
        "rating": 4.7,
        "tags": [
          "serverless",
          "aws"
        ],
        "icon": "https://a0.awsstatic.com/libra-css/images/site/fav/favicon.ico",
        "verdict": {
          "zh": "适合异步任务与 webhook；冷启动与 VPC 握手要学治理。",
          "en": "Cold start/VPC nuance."
        }
      },
      {
        "name": "Google Cloud Run",
        "url": "https://cloud.google.com/run",
        "desc": "容器至零缩放的无服务器运行（Knative）。",
        "rating": 4.6,
        "tags": [
          "serverless",
          "gcp"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=cloud.google.com&sz=64",
        "verdict": {
          "zh": "适合 HTTP 服务按需计费；长连接 websocket 成本建模要谨慎。",
          "en": "Model websocket spend."
        }
      },
      {
        "name": "Azure Functions",
        "url": "https://azure.microsoft.com/products/functions/",
        "desc": "微软事件驱动函数与 Durable Functions 编排。",
        "rating": 4.5,
        "tags": [
          "serverless",
          "azure"
        ],
        "icon": "https://azure.microsoft.com/favicon.ico?v2",
        "verdict": {
          "zh": "适合微软契约客户；跨云可移植性较弱。",
          "en": "Azure coupling."
        }
      },
      {
        "name": "OVHcloud",
        "url": "https://www.ovhcloud.com/",
        "desc": "欧洲主机商公有云（裸金属强项）。",
        "rating": 4.3,
        "tags": [
          "eu",
          "bare metal"
        ],
        "icon": "https://www.ovhcloud.com/favicon.ico",
        "verdict": {
          "zh": "适合廉价裸金属；支持 SLA 读细则。",
          "en": "Read SLA fine print."
        }
      },
      {
        "name": "Linode（Akamai）",
        "url": "https://www.linode.com/",
        "desc": "简洁 VPS + Kubernetes（被 Akamai 收购）。",
        "rating": 4.4,
        "tags": [
          "vps",
          "k8s"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.linode.com&sz=64",
        "verdict": {
          "zh": "适合中小流量站点；前沿托管特性追赶 hyperscaler。",
          "en": "Feature lag vs hyperscalers."
        }
      },
      {
        "name": "Hetzner Cloud",
        "url": "https://www.hetzner.com/cloud",
        "desc": "高性价比欧盟 VPS（流量计费良心）。",
        "rating": 4.6,
        "tags": [
          "vps",
          "eu"
        ],
        "icon": "https://www.hetzner.com/_resources/themes/hetzner/images/favicons/android-icon-192x192.png",
        "verdict": {
          "zh": "适合欧洲延迟敏感业务；中文工单支持弱。",
          "en": "ZH support thin."
        }
      },
      {
        "name": "Tencent Cloud",
        "url": "https://cloud.tencent.com/",
        "desc": "腾讯云全系（CN2/COS/CVM）。",
        "rating": 4.4,
        "tags": [
          "cn",
          "iaas"
        ],
        "icon": "https://cloudcache.tencent-cloud.com/qcloud/favicon.ico?t=201902181234",
        "verdict": {
          "zh": "适合华语用户内地合规部署；跨境链路单独架构。",
          "en": "Cross-border paths extra."
        }
      },
      {
        "name": "Alibaba Cloud",
        "url": "https://www.alibabacloud.com/",
        "desc": "阿里云国际站控制台（与内地账号体系分立）。",
        "rating": 4.5,
        "tags": [
          "cn",
          "global"
        ],
        "icon": "https://img.alicdn.com/tfs/TB1ugg7M9zqK1RjSZPxXXc4tVXa-32-32.png_.webp",
        "verdict": {
          "zh": "适合出海企业多云备份；权限 RAM 策略要先least privilege。",
          "en": "RAM least-privilege."
        }
      },
      {
        "name": "Huawei Cloud",
        "url": "https://www.huaweicloud.com/",
        "desc": "华为云 IAAS/PAAS（政企常见）。",
        "rating": 4.3,
        "tags": [
          "cn",
          "gov"
        ],
        "icon": "https://www.huaweicloud.com/favicon.ico",
        "verdict": {
          "zh": "适合政企采购名录客户；海外开发者生态插件偏少。",
          "en": "Smaller global plugin mall."
        }
      },
      {
        "name": "Upstash",
        "url": "https://upstash.com/",
        "desc": "Serverless Redis / Kafka / QStash（按请求计费）。",
        "rating": 4.6,
        "tags": [
          "redis",
          "serverless"
        ],
        "icon": "https://upstash.com/icons/favicon-32x32.png",
        "verdict": {
          "zh": "适合边缘短时缓存；持久强事务回到自建 Redis。",
          "en": "Strong TX elsewhere."
        }
      }
    ],
    "section-10": [
      {
        "name": "Dify",
        "url": "https://cloud.dify.ai/",
        "desc": "Open-source LLM app development platform,AI Agent,工作流",
        "rating": 4.5,
        "tags": [
          "open source",
          "workflow",
          "platform"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=cloud.dify.ai&sz=64",
        "verdict": {
          "zh": "适合自建 Agent/RAG 与工作流原型；不适合不愿运维向量库与网关的团队。",
          "en": "Great self-hosted agent/RAG prototypes; skip if you refuse running infra glue."
        }
      },
      {
        "name": "Linear + AI（项目管理）",
        "url": "https://linear.app/",
        "desc": "现代issue工具里的 AI 草稿与摘要（辅助研发协作）。",
        "rating": 4.4,
        "tags": [
          "pm",
          "team"
        ],
        "icon": "https://linear.app/favicon.ico",
        "verdict": {
          "zh": "适合迭代节奏快的团队；不是编码本体工具。",
          "en": "Workflow summaries; not core codegen."
        }
      },
      {
        "name": "讯飞听见",
        "url": "https://www.iflyrec.com/",
        "desc": "语音转写与字幕工作站（会议场景）。",
        "rating": 4.4,
        "tags": [
          "asr",
          "meeting"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.iflyrec.com&sz=64",
        "verdict": {
          "zh": "适合中文会议纪要；涉密会议禁用公共云。",
          "en": "No classified audio to public SaaS."
        }
      },
      {
        "name": "Otter.ai",
        "url": "https://otter.ai/",
        "desc": "英文会议实时转写与摘要（日历集成）。",
        "rating": 4.5,
        "tags": [
          "meeting",
          "en"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=otter.ai&sz=64",
        "verdict": {
          "zh": "适合英文访谈纪要；中文专攻请看讯飞听见类工具。",
          "en": "EN-centric meetings."
        }
      },
      {
        "name": "Granola",
        "url": "https://www.granola.ai/",
        "desc": "会议笔记与小结助手（偏硅谷工具栈）。",
        "rating": 4.3,
        "tags": [
          "notes",
          "meeting"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.granola.ai&sz=64",
        "verdict": {
          "zh": "适合 VC/PM 会议草稿；输出仍需责任人校对。",
          "en": "Human owner edits mandatory."
        }
      },
      {
        "name": "Kapwing AI",
        "url": "https://www.kapwing.com/",
        "desc": "浏览器协作剪辑与字幕翻译流水线。",
        "rating": 4.3,
        "tags": [
          "browser",
          "team"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.kapwing.com&sz=64",
        "verdict": {
          "zh": "适合跨国小队 cloud 剪辑；大项目 media 管理需规划。",
          "en": "Media management discipline."
        }
      },
      {
        "name": "Monday.com AI",
        "url": "https://monday.com/",
        "desc": "低代码表格中心内的文案与公式辅助。",
        "rating": 4.2,
        "tags": [
          "workflow",
          "tables"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=monday.com&sz=64",
        "verdict": {
          "zh": "适合运营与销售 pipeline；工程师代码评审仍回 IDE。",
          "en": "Ops/sales pipelines."
        }
      },
      {
        "name": "Microsoft Loop",
        "url": "https://loop.microsoft.com/",
        "desc": "Office365 协作组件与 Copilot 套件联动。",
        "rating": 4.2,
        "tags": [
          "microsoft",
          "collab"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=loop.microsoft.com&sz=64",
        "verdict": {
          "zh": "适合已购 M365 的组织；独立开发者成本高。",
          "en": "M365 shops mainly."
        }
      },
      {
        "name": "Slite AI",
        "url": "https://slite.com/",
        "desc": "团队 wiki 内问答与入职手册助手。",
        "rating": 4.2,
        "tags": [
          "wiki",
          "onboarding"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=slite.com&sz=64",
        "verdict": {
          "zh": "适合远程团队知识沉淀；数学公式支持一般。",
          "en": "Weak LaTeX vs Notion gaps."
        }
      },
      {
        "name": "FlowUs 息流",
        "url": "https://flowus.cn/",
        "desc": "国产 Notion-like 协作与多维表格（中文友好）。",
        "rating": 4.3,
        "tags": [
          "cn",
          "wiki"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=flowus.cn&sz=64",
        "verdict": {
          "zh": "适合中文团队替代进口套件；_export 兼容定期自检。",
          "en": "Periodic export drills."
        }
      },
      {
        "name": "Wireshark",
        "url": "https://www.wireshark.org/",
        "desc": "网络协议分析事实标准（开源）。",
        "rating": 4.8,
        "tags": [
          "network",
          "oss"
        ],
        "icon": "https://www.wireshark.org/favicon.ico",
        "verdict": {
          "zh": "适合底层排障；GUI 学习曲线陡峭。",
          "en": "Steep GUI learning."
        }
      },
      {
        "name": "Cloudflare Workers",
        "url": "https://workers.cloudflare.com/",
        "desc": "边缘无服务器函数与 KV/R2 存储组合。",
        "rating": 4.7,
        "tags": [
          "edge",
          "serverless"
        ],
        "icon": "https://workers.cloudflare.com/favicon.ico",
        "verdict": {
          "zh": "适合全球低延迟 API；长耗时任务不适合 CPU 限时沙箱。",
          "en": "CPU/time sandbox limits."
        }
      },
      {
        "name": "eleduck",
        "url": "https://eleduck.com/",
        "desc": "eleduck,电鸭,远程工作社区",
        "rating": 3.8,
        "tags": [
          "remote",
          "jobs",
          "career"
        ],
        "icon": "https://eleduck.com/static/favicon.ico"
      },
      {
        "name": "Remote OK",
        "url": "https://remoteok.com",
        "desc": "全球最大的远程工作招聘平台,汇集科技类远程职位",
        "rating": 3.7,
        "tags": [
          "remote",
          "jobs",
          "career"
        ],
        "icon": "https://remoteok.com/assets/favicon-32x32.png?1756575589"
      },
      {
        "name": "We Work Remotely",
        "url": "https://weworkremotely.com",
        "desc": "远程工作社区和招聘平台,覆盖设计、开发、营销等领域",
        "rating": 3.9,
        "tags": [
          "remote",
          "jobs",
          "career"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=weworkremotely.com&sz=64"
      },
      {
        "name": "Automattic Jobs",
        "url": "https://automattic.com/work-with-us/job/",
        "desc": "WordPress.com 母公司分布式岗位入口。",
        "rating": 4.4,
        "tags": [
          "remote",
          "distributed"
        ],
        "icon": "https://automattic.com/wp-content/uploads/2024/11/cropped-automattic-logo-square.png?w=32",
        "verdict": {
          "zh": "适合写作/工程跨界远程岗；时区会议节奏自查。",
          "en": "Time-zone meetings."
        }
      },
      {
        "name": "Upwork",
        "url": "https://www.upwork.com/",
        "desc": "综合自由职业撮合市场（竞价）。",
        "rating": 4.2,
        "tags": [
          "freelance",
          "market"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.upwork.com&sz=64",
        "verdict": {
          "zh": "适合起步阶段获客；低价竞争注意筛选客户质量。",
          "en": "Beware race-to-bottom."
        }
      },
      {
        "name": "LinkedIn Jobs",
        "url": "https://www.linkedin.com/jobs/",
        "desc": "职业社交网络职位检索（远程筛选）。",
        "rating": 4.5,
        "tags": [
          "jobs",
          "network"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.linkedin.com&sz=64",
        "verdict": {
          "zh": "适合人脉内推路径；隐私设置限制履历暴露面。",
          "en": "Tune profile visibility."
        }
      },
      {
        "name": "FlexJobs",
        "url": "https://www.flexjobs.com/",
        "desc": "人工筛选远程/弹性职位（订阅墙）。",
        "rating": 4.2,
        "tags": [
          "remote",
          "curated"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.flexjobs.com&sz=64",
        "verdict": {
          "zh": "适合讨厌诈骗帖的求职者；订阅 ROI 自行折算。",
          "en": "Subscription ROI subjective."
        }
      },
      {
        "name": "Remote.co",
        "url": "https://remote.co/",
        "desc": "远程工作文章与职位列表（精选度中等）。",
        "rating": 4.2,
        "tags": [
          "remote",
          "list"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=remote.co&sz=64",
        "verdict": {
          "zh": "适合入门远程观念；职位新鲜度不如大厂 ATS 直链。",
          "en": "Stale postings happen."
        }
      },
      {
        "name": "PowerToFly",
        "url": "https://powertofly.com/",
        "desc": "多元化招聘活动与远程职位（偏北美）。",
        "rating": 4.2,
        "tags": [
          "diversity",
          "remote"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=powertofly.com&sz=64",
        "verdict": {
          "zh": "适合关注包容性雇主品牌；技术栈匹配逐岗核对。",
          "en": "Match stack per listing."
        }
      },
      {
        "name": "Dribbble Jobs",
        "url": "https://dribbble.com/jobs",
        "desc": "设计师远程/驻场职位列表。",
        "rating": 4.3,
        "tags": [
          "design",
          "remote"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=dribbble.com&sz=64",
        "verdict": {
          "zh": "适合作品集导向求职；开发岗位覆盖有限。",
          "en": "Design-heavy listings."
        }
      }
    ],
    "section-11": [
      {
        "name": "Groq",
        "url": "https://groq.com/",
        "desc": "超低延迟推理与开源模型托管（LPU 路线）。",
        "rating": 4.4,
        "tags": [
          "inference",
          "fast"
        ],
        "icon": "https://groq.com/favicon.ico",
        "verdict": {
          "zh": "适合延迟敏感的演示与原型；不适合把它当成唯一供应商备份。",
          "en": "Low-latency demos; keep failover vendors."
        }
      },
      {
        "name": "Substack",
        "url": "https://substack.com/",
        "desc": "Newsletter 写作与付费订阅分发平台。",
        "rating": 4.5,
        "tags": [
          "newsletter",
          "paid"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=substack.com&sz=64",
        "verdict": {
          "zh": "适合作者变现与邮件读者运营；不适合复杂多媒体 CMS。",
          "en": "Author monetization; not rich CMS."
        }
      },
      {
        "name": "Paper with Code",
        "url": "https://paperswithcode.com/",
        "desc": "论文与开源实现的索引对照站。",
        "rating": 4.8,
        "tags": [
          "code",
          "papers"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=paperswithcode.com&sz=64",
        "verdict": {
          "zh": "适合找实现复现；指标排行榜需看评测设定。",
          "en": "Find implementations; read eval setups."
        }
      },
      {
        "name": "Stripe Blog",
        "url": "https://stripe.com/blog",
        "desc": "产品与工程深度文章（含 ML 支付风控实践）。",
        "rating": 4.6,
        "tags": [
          "engineering",
          "business"
        ],
        "icon": "https://images.stripeassets.com/fzn2n1nzq965/1hgcBNd12BfT9VLgbId7By/01d91920114b124fb4cf6d448f9f06eb/favicon.svg",
        "verdict": {
          "zh": "适合大规模工程叙事参考；领域不完全等同于通用 AI。",
          "en": "Great infra stories; narrow domain."
        }
      },
      {
        "name": "Codeium",
        "url": "https://codeium.com/",
        "desc": "免费额度较好的代码补全与聊天插件（多编辑器）。",
        "rating": 4.3,
        "tags": [
          "autocomplete",
          "free"
        ],
        "icon": "https://windsurf.com/favicon.png",
        "verdict": {
          "zh": "适合日常补全试水；企业许可证策略需单独评估。",
          "en": "Daily completions; check enterprise terms."
        }
      },
      {
        "name": "Sourcegraph Cody",
        "url": "https://sourcegraph.com/cody",
        "desc": "面向代码库的问答与编辑助手（结合代码搜索）。",
        "rating": 4.4,
        "tags": [
          "repo",
          "search"
        ],
        "icon": "https://sourcegraph.com/docs/icon.svg?d5cde42ec3d3c914",
        "verdict": {
          "zh": "适合大型单体仓库导航；小仓库性价比一般。",
          "en": "Big monorepos shine; small repos maybe overkill."
        }
      },
      {
        "name": "Qodo（原 Codium）",
        "url": "https://www.qodo.ai/",
        "desc": "测试生成与 PR 审查助手（偏质量门禁）。",
        "rating": 4.2,
        "tags": [
          "tests",
          "pr"
        ],
        "icon": "https://www.qodo.ai/wp-content/uploads/2025/03/qodo-fav-32x32.png",
        "verdict": {
          "zh": "适合补测试样例与静态审查提示；仍需真实集成测试。",
          "en": "Test scaffolding; keep integration suite."
        }
      },
      {
        "name": "Replika",
        "url": "https://replika.com/",
        "desc": "虚拟伴侣对话应用（订阅增值）。",
        "rating": 3.9,
        "tags": [
          "companion",
          "mobile"
        ],
        "icon": "https://replika.com/android-icon-192x192.png",
        "verdict": {
          "zh": "适合明确的娱乐边界；心理危机请寻求真人帮助。",
          "en": "Entertainment boundary; real crises need humans."
        }
      },
      {
        "name": "Sudowrite",
        "url": "https://www.sudowrite.com/",
        "desc": "小说与长篇创作的 AI 伴写工具。",
        "rating": 4.3,
        "tags": [
          "fiction",
          "longform"
        ],
        "icon": "https://framerusercontent.com/images/u9221yvXZH9RIpZmUfXPn58aMSU.png",
        "verdict": {
          "zh": "适合虚构叙事扩展；事实稿件需另一套核查流程。",
          "en": "Fiction expansion; separate fact pipeline."
        }
      },
      {
        "name": "Wordtune",
        "url": "https://www.wordtune.com/",
        "desc": "句子级重写与语气调节插件。",
        "rating": 4.3,
        "tags": [
          "rewrite",
          "tone"
        ],
        "icon": "https://cdn.prod.website-files.com/5f7e0f9d75fee6f6f546df46/64edbd73b743162bd24f64bc_favicon.png",
        "verdict": {
          "zh": "适合精细措辞微调；篇章结构需另外工具。",
          "en": "Sentence polish; outline elsewhere."
        }
      },
      {
        "name": "DeepL Write",
        "url": "https://www.deepl.com/write",
        "desc": "DeepL 的英文撰写优化（语气与清晰度）。",
        "rating": 4.5,
        "tags": [
          "english",
          "eu"
        ],
        "icon": "https://www.deepl.com/img/favicon/favicon_16.png",
        "verdict": {
          "zh": "适合英文对外稿件抛光；小语种功能分支查看官网。",
          "en": "EN-centric write polish."
        }
      },
      {
        "name": "Google AI Mode / Search",
        "url": "https://www.google.com/",
        "desc": "Google 搜索结果页中的 AI 概述（区域与账户差异）。",
        "rating": 4.5,
        "tags": [
          "search",
          "google"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.google.com&sz=64",
        "verdict": {
          "zh": "适合日常检索摘要起点；医学法律结论勿单一依赖。",
          "en": "Everyday summaries; not sole legal/medical advice."
        }
      },
      {
        "name": "Brave Leo",
        "url": "https://brave.com/leo/",
        "desc": "Brave 浏览器内置隐私取向助手。",
        "rating": 4.2,
        "tags": [
          "privacy",
          "browser"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=brave.com&sz=64",
        "verdict": {
          "zh": "适合反感追踪的用户；生态插件少于 Chrome。",
          "en": "Privacy-first; thinner extension ecosystem."
        }
      },
      {
        "name": "Consensus",
        "url": "https://consensus.app/",
        "desc": "学术文献语义检索与证据摘要。",
        "rating": 4.5,
        "tags": [
          "science",
          "papers"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=consensus.app&sz=64",
        "verdict": {
          "zh": "适合循证调研起始；临床决策仍需指南与医师。",
          "en": "Evidence hunt; not clinical directive."
        }
      },
      {
        "name": "Semantic Scholar",
        "url": "https://www.semanticscholar.org/",
        "desc": "论文 influential 传播图与语义检索。",
        "rating": 4.7,
        "tags": [
          "papers",
          "graph"
        ],
        "icon": "https://cdn.semanticscholar.org/fb87754bc307902f/img/favicon-196x196.png",
        "verdict": {
          "zh": "适合找相关工作与高引用脉络；最新预印本滞后偶尔发生。",
          "en": "Related-work graphs; preprint lag sometimes."
        }
      },
      {
        "name": "Lens.org",
        "url": "https://www.lens.org/",
        "desc": "专利与论文关联检索（开放数据）。",
        "rating": 4.6,
        "tags": [
          "patent",
          "scholar"
        ],
        "icon": "https://static.lens.org/lens/9.8.2/img/favicon-32x32.png",
        "verdict": {
          "zh": "适合 IP due diligence；界面学习曲线存在。",
          "en": "IP diligence; UI learning curve."
        }
      },
      {
        "name": "Andi Search",
        "url": "https://andisearch.com/",
        "desc": "阅读器式 AI 搜索（较少广告干扰取向）。",
        "rating": 4.1,
        "tags": [
          "reader",
          "search"
        ],
        "icon": "https://andisearch.com/favicon.ico",
        "verdict": {
          "zh": "适合干净阅读体验；索引深度随时间波动。",
          "en": "Clean reader UX."
        }
      },
      {
        "name": "Algolia Neural Search",
        "url": "https://www.algolia.com/",
        "desc": "站点内检索与向量召回商业化方案（工程侧）。",
        "rating": 4.4,
        "tags": [
          "site search",
          "saas"
        ],
        "icon": "https://www.algolia.com/files/live/sites/algolia-assets/files/icons/algolia-logo-for-favicon.svg",
        "verdict": {
          "zh": "适合产品站内搜索升级；不是通用互联网搜索引擎。",
          "en": "In-product search SaaS."
        }
      },
      {
        "name": "Scenario",
        "url": "https://www.scenario.com/",
        "desc": "游戏工作室可控素材批量生成（一致角色）。",
        "rating": 4.3,
        "tags": [
          "game",
          "consistency"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.scenario.com&sz=64",
        "verdict": {
          "zh": "适合 NPC 资产迭代；剧情一致性仍需叙事监理。",
          "en": "Asset churn; narrative QA separate."
        }
      },
      {
        "name": "Synthesia",
        "url": "https://www.synthesia.io/",
        "desc": "企业级 AI 讲解视频（头像+PPT 合成）。",
        "rating": 4.5,
        "tags": [
          "corporate",
          "training"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.synthesia.io&sz=64",
        "verdict": {
          "zh": "适合内部培训片；创意短片自由度低于生成式剪辑。",
          "en": "Corporate L&D bias."
        }
      },
      {
        "name": "Captions",
        "url": "https://www.captions.ai/",
        "desc": "面向短视频创作者的字幕、剪辑与对口型工具套件。",
        "rating": 4.3,
        "tags": [
          "mobile",
          "creator"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.captions.ai&sz=64",
        "verdict": {
          "zh": "适合竖屏内容工业化；电影调色仍需达芬奇链路。",
          "en": "Vertical social pipeline."
        }
      },
      {
        "name": "DaVinci Resolve Neural Engine",
        "url": "https://www.blackmagicdesign.com/products/davinciresolve",
        "desc": "本地化调色与剪辑内的神经网络工具（部分免费）。",
        "rating": 4.7,
        "tags": [
          "color",
          "offline"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.blackmagicdesign.com&sz=64",
        "verdict": {
          "zh": "适合离线机房剪辑；学习曲线陡峭。",
          "en": "Steep learning curve."
        }
      },
      {
        "name": "Wonder Dynamics",
        "url": "https://wonderdynamics.com/",
        "desc": "自动角色动画与抠像合成（影视辅助）。",
        "rating": 4.3,
        "tags": [
          "vfx",
          "film"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=wonderdynamics.com&sz=64",
        "verdict": {
          "zh": "适合 indie VFX；大片流水线仍需合成总监把关。",
          "en": "Indie VFX assist."
        }
      },
      {
        "name": "剪映专业版（桌面）",
        "url": "https://lv.ulikecam.com/",
        "desc": "桌面端剪辑与 AI 文案模板扩展（功能迭代快）。",
        "rating": 4.4,
        "tags": [
          "desktop",
          "cn"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=lv.ulikecam.com&sz=64",
        "verdict": {
          "zh": "适合矩阵账号剪辑工业化；协作权限模型不及 Avid。",
          "en": "Creator-scale edits."
        }
      },
      {
        "name": "Krisp",
        "url": "https://krisp.ai/",
        "desc": "实时通话降噪 SDK 与桌面客户端。",
        "rating": 4.4,
        "tags": [
          "noise",
          "calls"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=krisp.ai&sz=64",
        "verdict": {
          "zh": "适合远程会议耳机链路；音乐演奏场景关闭。",
          "en": "Disable for musical performances."
        }
      },
      {
        "name": "Submagic",
        "url": "https://www.submagic.co/",
        "desc": "社交短视频字幕动效生成（模板）。",
        "rating": 4.2,
        "tags": [
          "captions",
          "short"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.submagic.co&sz=64",
        "verdict": {
          "zh": "适合 TikTok/Reels 字幕风；长纪录片不适用。",
          "en": "Short-form only."
        }
      },
      {
        "name": "Reflect Notes",
        "url": "https://reflect.app/",
        "desc": "网络化笔记与 AI 链接建议（付费）。",
        "rating": 4.2,
        "tags": [
          "notes",
          "graph"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=reflect.app&sz=64",
        "verdict": {
          "zh": "适合研究人员联想笔记；导入导出路径先验证。",
          "en": "Verify export paths."
        }
      },
      {
        "name": "Tana",
        "url": "https://tana.inc/",
        "desc": "极致结构化大纲与 AI 字段派生（学习曲线陡）。",
        "rating": 4.3,
        "tags": [
          "pkm",
          "power-user"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=tana.inc&sz=64",
        "verdict": {
          "zh": "适合笔记超级用户；入门成本高不适合全员 Wiki。",
          "en": "Power-user only."
        }
      },
      {
        "name": "Obsidian + Copilot 插件生态",
        "url": "https://obsidian.md/",
        "desc": "本地 Markdown 库 + 社区 AI 插件（需自行配置密钥）。",
        "rating": 4.6,
        "tags": [
          "pkm",
          "local"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=obsidian.md&sz=64",
        "verdict": {
          "zh": "适合隐私敏感笔记；插件质量参差需筛选。",
          "en": "Plugin QA burden."
        }
      },
      {
        "name": "Superhuman",
        "url": "https://superhuman.com/",
        "desc": "高端邮件客户端内置 AI 摘要与跟进草稿（英文）。",
        "rating": 4.3,
        "tags": [
          "email",
          "sales"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=superhuman.com&sz=64",
        "verdict": {
          "zh": "适合英文销售高管收件箱；中文邮件格式支持有限。",
          "en": "EN sales stacks."
        }
      },
      {
        "name": "Make（Integromat）",
        "url": "https://www.make.com/",
        "desc": "可视化场景编排与 AI 模块组合。",
        "rating": 4.4,
        "tags": [
          "automation",
          "eu"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.make.com&sz=64",
        "verdict": {
          "zh": "适合欧盟数据驻留偏好团队；学习曲线高于 Zapier basics。",
          "en": "Steeper than Zapier 101."
        }
      },
      {
        "name": "Coolors",
        "url": "https://coolors.co/",
        "desc": "调色板生成与对比度检查工具。",
        "rating": 4.4,
        "tags": [
          "palette",
          "a11y"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=coolors.co&sz=64",
        "verdict": {
          "zh": "适合快速搭配色板；动画渐变灵感有限。",
          "en": "Static palettes mostly."
        }
      },
      {
        "name": "Magician（Diagram）",
        "url": "https://magician.design/",
        "desc": "设计辅助插件示例集合入口之一（随厂商）。",
        "rating": 4.0,
        "tags": [
          "plugin",
          "figma"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=magician.design&sz=64",
        "verdict": {
          "zh": "适合插件尝鲜；具体功能以商店页面为准。",
          "en": "Verify marketplace listing."
        }
      },
      {
        "name": "Rive",
        "url": "https://rive.app/",
        "desc": "矢量运行时动画与交互状态机（工程友好）。",
        "rating": 4.6,
        "tags": [
          "motion",
          "runtime"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=rive.app&sz=64",
        "verdict": {
          "zh": "适合 App/Web 交互动效交付；学习状态机心智模型。",
          "en": "Learn state machines."
        }
      },
      {
        "name": "Mobbin",
        "url": "https://mobbin.com/",
        "desc": "移动端界面截图库（设计灵感检索）。",
        "rating": 4.7,
        "tags": [
          "mobile",
          "patterns"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=mobbin.com&sz=64",
        "verdict": {
          "zh": "适合抄作业前的交互范式盘点；版权为用户自有上传聚合。",
          "en": "Inspirational only."
        }
      },
      {
        "name": "Reply.io",
        "url": "https://reply.io/",
        "desc": "销售序列自动化与 AI 邮件草稿。",
        "rating": 4.2,
        "tags": [
          "sales",
          "sequences"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=reply.io&sz=64",
        "verdict": {
          "zh": "适合 SDR 团队；域名信誉 warmup 不可忽视。",
          "en": "Domain warmup discipline."
        }
      },
      {
        "name": "Clay",
        "url": "https://www.clay.com/",
        "desc": "Go-to-market 数据丰富化与瀑布流抓取编排。",
        "rating": 4.5,
        "tags": [
          "gtm",
          "data"
        ],
        "icon": "https://cdn.prod.website-files.com/61477f2c24a826836f969afe/67857ff7562788f8b3a04b72_Clay_Favicon_32x32.png",
        "verdict": {
          "zh": "适合 ABM 列表构建；数据源合规审查必备。",
          "en": "Source compliance audits."
        }
      },
      {
        "name": "Triple Whale",
        "url": "https://www.triplewhale.com/",
        "desc": "Shopify 品牌归因与 AI 洞察面板。",
        "rating": 4.3,
        "tags": [
          "dtc",
          "attribution"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.triplewhale.com&sz=64",
        "verdict": {
          "zh": "适合独立站广告 ROI 可视化；多店铺账号隔离配置。",
          "en": "Multi-store ACL hygiene."
        }
      },
      {
        "name": "Meltwater",
        "url": "https://www.meltwater.com/",
        "desc": "媒体监测与情感分析平台（整合 AI 摘要）。",
        "rating": 4.3,
        "tags": [
          "pr",
          "media"
        ],
        "icon": "https://www.meltwater.com/favicon-32x32.png?v=Nmb79JPw70",
        "verdict": {
          "zh": "适合跨国传播团队；中文站点覆盖自查。",
          "en": "CN coverage spot-check."
        }
      },
      {
        "name": "Stanford CS229",
        "url": "https://cs229.stanford.edu/",
        "desc": "经典机器学习课程资料（公开课）。",
        "rating": 4.8,
        "tags": [
          "ml",
          "academic"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=cs229.stanford.edu&sz=64",
        "verdict": {
          "zh": "适合打牢经典 ML 基础；深度学习比重不及 CS231n。",
          "en": "Classical ML heavy."
        }
      },
      {
        "name": "Made With ML",
        "url": "https://madewithml.com/",
        "desc": "端到端 ML 设计模式教程（代码量大）。",
        "rating": 4.6,
        "tags": [
          "patterns",
          "code"
        ],
        "icon": "https://madewithml.com/favicon.ico",
        "verdict": {
          "zh": "适合追求结构化项目的自学者；更新频率中等。",
          "en": "Moderate refresh cadence."
        }
      },
      {
        "name": "ElemStatLearn（ESL）",
        "url": "https://web.stanford.edu/~hastie/ElemStatLearn/",
        "desc": "《统计学习基础》免费电子书（经典）。",
        "rating": 4.9,
        "tags": [
          "math",
          "classic"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=web.stanford.edu&sz=64",
        "verdict": {
          "zh": "适合补齐统计直觉；代码示例偏 R。",
          "en": "R-heavy examples."
        }
      },
      {
        "name": "Distill.pub",
        "url": "https://distill.pub/",
        "desc": "可交互机器学习阐释期刊（更新放缓）。",
        "rating": 4.8,
        "tags": [
          "explain",
          "viz"
        ],
        "icon": "data:image/png;base64,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",
        "verdict": {
          "zh": "适合可视化理解模型；新文章不如 arXiv 频繁。",
          "en": "Slow publication cadence."
        }
      },
      {
        "name": "ICLR OpenReview",
        "url": "https://openreview.net/group?id=ICLR.cc",
        "desc": "ICLR 双盲评审开放平台（含讨论）。",
        "rating": 4.8,
        "tags": [
          "conference",
          "peer review"
        ],
        "icon": "https://openreview.net/favicon.ico",
        "verdict": {
          "zh": "适合观察审稿争议；结论仍以正式版本为准。",
          "en": "Discussions ≠ final truth."
        }
      },
      {
        "name": "Udacity AI Nanodegree",
        "url": "https://www.udacity.com/",
        "desc": "纳米学位项目制课程（付费）。",
        "rating": 4.2,
        "tags": [
          "project",
          "paid"
        ],
        "icon": "https://www.udacity.com/favicon/favicon.ico",
        "verdict": {
          "zh": "适合需要导读的项目履历；性价比自行折算。",
          "en": "ROI subjective."
        }
      },
      {
        "name": "Rust Book",
        "url": "https://doc.rust-lang.org/book/",
        "desc": "Rust 官方入门书籍（免费）。",
        "rating": 4.8,
        "tags": [
          "rust",
          "systems"
        ],
        "icon": "https://doc.rust-lang.org/favicon-de23e50b.svg",
        "verdict": {
          "zh": "适合追求内存安全的系统编程；编译时长心理预期管理。",
          "en": "Compile-time patience."
        }
      },
      {
        "name": "EU AI Act portal（官方入口聚合）",
        "url": "https://digital-strategy.ec.europa.eu/en/policies/regulatory-framework-ai",
        "desc": "欧盟 AI 法案官方策略页（法律文本请以 EUR-Lex 为准）。",
        "rating": 4.5,
        "tags": [
          "law",
          "eu"
        ],
        "icon": "https://digital-strategy.ec.europa.eu/themes/custom/cnt_theme/images/favicons/ec/favicon.ico",
        "verdict": {
          "zh": "适合出海合规起点；具体分级请咨询法律顾问。",
          "en": "Lawyer for classification."
        }
      },
      {
        "name": "RFC Editor",
        "url": "https://www.rfc-editor.org/",
        "desc": "互联网标准 RFC 文库（HTTP/TLS 等）。",
        "rating": 4.8,
        "tags": [
          "protocol",
          "ietf"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.rfc-editor.org&sz=64",
        "verdict": {
          "zh": "适合协议层排障；阅读曲线陡峭配合导读博客。",
          "en": "Pair with explainers."
        }
      },
      {
        "name": "Alfred",
        "url": "https://www.alfredapp.com/",
        "desc": "老牌 macOS 效率启动器（Powerpack 付费）。",
        "rating": 4.5,
        "tags": [
          "macos",
          "launcher"
        ],
        "icon": "https://www.alfredapp.com/apple-touch-icon.png",
        "verdict": {
          "zh": "适合深度自定义 Workflow；UI 年代感见仁见智。",
          "en": "Vintage UI vibe."
        }
      },
      {
        "name": "BetterTouchTool",
        "url": "https://folivora.ai/",
        "desc": "触控栏/手势/快捷键超级映射（进阶）。",
        "rating": 4.4,
        "tags": [
          "macos",
          "input"
        ],
        "icon": "https://folivora.ai/folivora/favicon.ico",
        "verdict": {
          "zh": "适合触控板重度用户；配置备份别丢。",
          "en": "Backup configs."
        }
      },
      {
        "name": "ShareX",
        "url": "https://getsharex.com/",
        "desc": "Windows 截图录屏一条龙（开源）。",
        "rating": 4.7,
        "tags": [
          "windows",
          "capture"
        ],
        "icon": "https://getsharex.com/favicon.ico",
        "verdict": {
          "zh": "适合技术写作者；默认上传目的地注意隐私。",
          "en": "Sanitize upload targets."
        }
      },
      {
        "name": "Greenshot",
        "url": "https://getgreenshot.org/",
        "desc": "轻量 Windows 截图标注工具。",
        "rating": 4.4,
        "tags": [
          "windows",
          "capture"
        ],
        "icon": "https://getgreenshot.org/favicon.ico",
        "verdict": {
          "zh": "适合内网文档插图；无内置录屏。",
          "en": "Still images only."
        }
      },
      {
        "name": "Everything",
        "url": "https://www.voidtools.com/",
        "desc": "NTFS 文件名即时搜索（Windows）。",
        "rating": 4.8,
        "tags": [
          "windows",
          "search"
        ],
        "icon": "https://www.voidtools.com/favicon.ico",
        "verdict": {
          "zh": "适合海量文件定位；内容全文检索换 Agent Ransom。",
          "en": "Not full-text inside files."
        }
      },
      {
        "name": "mitmproxy",
        "url": "https://mitmproxy.org/",
        "desc": "交互式 HTTPS 抓包与脚本修改（Python）。",
        "rating": 4.7,
        "tags": [
          "security",
          "debug"
        ],
        "icon": "https://mitmproxy.org/favicon.ico",
        "verdict": {
          "zh": "适合移动端调试；切勿用于未授权流量窃听。",
          "en": "Illegal interception illegal."
        }
      },
      {
        "name": "Fastlane",
        "url": "https://fastlane.tools/",
        "desc": "iOS/Android 发布流水线自动化（Ruby）。",
        "rating": 4.6,
        "tags": [
          "mobile",
          "ci"
        ],
        "icon": "https://fastlane.tools/assets/images/favicon.ico",
        "verdict": {
          "zh": "适合移动发版脚本；Ruby 版本地狱需锁定 Gemfile。",
          "en": "Pin Ruby deps."
        }
      },
      {
        "name": "Bitwarden",
        "url": "https://bitwarden.com/",
        "desc": "开源密码管理器（可自托管 Vaultwarden）。",
        "rating": 4.7,
        "tags": [
          "security",
          "password"
        ],
        "icon": "https://bitwarden.com/favicon.ico",
        "verdict": {
          "zh": "适合团队共享机密；勿把 TOTP 与密码放同一泄露面而无 MFA。",
          "en": "MFA hygiene."
        }
      },
      {
        "name": "KeePassXC",
        "url": "https://keepassxc.org/",
        "desc": "离线密码数据库（跨平台开源）。",
        "rating": 4.7,
        "tags": [
          "password",
          "offline"
        ],
        "icon": "https://keepassxc.org/favicon.ico",
        "verdict": {
          "zh": "适合偏执隐私用户；同步 conflict 手工合并痛苦。",
          "en": "Sync merge pain."
        }
      },
      {
        "name": "Fly.io",
        "url": "https://fly.io/",
        "desc": "靠近用户的容器与 Postgres（付费梯度友好）。",
        "rating": 4.6,
        "tags": [
          "containers",
          "edge"
        ],
        "icon": "https://fly.io/phx/ui/images/favicon/favicon-32x32-803ad2058b86df3f8a9f8af1505a59d2.png?vsn=d",
        "verdict": {
          "zh": "适合小型全栈部署；区域账单复杂度上升需对照报表。",
          "en": "Regional billing complexity."
        }
      },
      {
        "name": "Render",
        "url": "https://render.com/",
        "desc": "静态站点 + Web 服务 + 托管 Postgres（一站式）。",
        "rating": 4.5,
        "tags": [
          "paas",
          "db"
        ],
        "icon": "https://render.com/icon.svg?e6fbdd2e217c0064",
        "verdict": {
          "zh": "适合北美初创默认栈；冷启动延迟留意定价档。",
          "en": "Cold start tiers."
        }
      },
      {
        "name": "Heroku",
        "url": "https://www.heroku.com/",
        "desc": "经典 Git 推送 PaaS（Salesforce 旗下）。",
        "rating": 4.3,
        "tags": [
          "paas",
          "classic"
        ],
        "icon": "https://www.heroku.com/wp-content/uploads/2025/01/apple-touch-icon-180x180-1.png?w=32",
        "verdict": {
          "zh": "适合教学演示；成本敏感 workload 需比价计算实例。",
          "en": "Price vs raw VMs."
        }
      },
      {
        "name": "Scaleway",
        "url": "https://www.scaleway.com/",
        "desc": "欧盟主权云与 GPU 实例（法语区常见）。",
        "rating": 4.4,
        "tags": [
          "eu",
          "gpu"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.scaleway.com&sz=64",
        "verdict": {
          "zh": "适合 GDPR 取向托管；生态插件少于 AWS。",
          "en": "Smaller marketplace."
        }
      },
      {
        "name": "Wasabi",
        "url": "https://wasabi.com/",
        "desc": "廉价 S3 兼容对象存储（出口费用模型留意）。",
        "rating": 4.4,
        "tags": [
          "s3",
          "storage"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=wasabi.com&sz=64",
        "verdict": {
          "zh": "适合冷归档；高频取出比价 egress。",
          "en": "Egress math matters."
        }
      },
      {
        "name": "Backblaze B2",
        "url": "https://www.backblaze.com/cloud-storage",
        "desc": "低成本对象存储 + CDN 联盟（Cloudflare）。",
        "rating": 4.5,
        "tags": [
          "s3",
          "backup"
        ],
        "icon": "https://cdn.prod.website-files.com/63d32de856f6323a43a277f2/64b1ab4aa5aef8291e9291ab_Favicon.png",
        "verdict": {
          "zh": "适合备份与静态资源；一致性语义读懂 SLA。",
          "en": "Read consistency SLA."
        }
      },
      {
        "name": "PlanetScale",
        "url": "https://planetscale.com/",
        "desc": "Vitess 托管分支 MySQL（schema 迁移理念独特）。",
        "rating": 4.5,
        "tags": [
          "mysql",
          "branching"
        ],
        "icon": "https://planetscale.com/favicon.ico",
        "verdict": {
          "zh": "适合快速增长 schema 迭代；外键支持策略先读文档。",
          "en": "Foreign key caveats."
        }
      },
      {
        "name": "Neon",
        "url": "https://neon.tech/",
        "desc": "Serverless Postgres 分支与自动休眠（垂直扩容）。",
        "rating": 4.6,
        "tags": [
          "postgres",
          "branch"
        ],
        "icon": "https://neon.tech/favicon/favicon.svg",
        "verdict": {
          "zh": "适合预览环境数据库；重型 OLAP 换专用仓库。",
          "en": "OLAP elsewhere."
        }
      },
      {
        "name": "PocketBase",
        "url": "https://pocketbase.io/",
        "desc": "单文件嵌入式后端 + 管理 UI（Go）。",
        "rating": 4.6,
        "tags": [
          "baas",
          "sqlite"
        ],
        "icon": "https://pocketbase.io/images/favicon/favicon-32x32.png",
        "verdict": {
          "zh": "适合原型与小型 SaaS；峰值并发要提前压测。",
          "en": "Load test early."
        }
      },
      {
        "name": "Remix",
        "url": "https://remix.run/",
        "desc": "Web 标准导向的全栈 React 框架（React Router 合并路线）。",
        "rating": 4.6,
        "tags": [
          "react",
          "full-stack"
        ],
        "icon": "https://remix.run/favicon.ico",
        "verdict": {
          "zh": "适合表单与渐进增强场景；生态插件少于 Next。",
          "en": "Smaller ecosystem vs Next."
        }
      },
      {
        "name": "Astro",
        "url": "https://astro.build/",
        "desc": "群岛架构静态优先站点生成器（多框架岛屿）。",
        "rating": 4.7,
        "tags": [
          "ssg",
          "mpa"
        ],
        "icon": "https://astro.build/favicon.svg",
        "verdict": {
          "zh": "适合内容站与市场落地页；重交互 SPA 岛屿策略要想清楚。",
          "en": "Plan islands for SPA-heavy UX."
        }
      },
      {
        "name": "Svelte / SvelteKit",
        "url": "https://svelte.dev/",
        "desc": "编译时框架与全栈路由 kit。",
        "rating": 4.7,
        "tags": [
          "svelte",
          "dx"
        ],
        "icon": "https://svelte.dev/favicon.png",
        "verdict": {
          "zh": "适合小而美交互；招聘市场上候选人池小于 React。",
          "en": "Smaller hiring pool."
        }
      },
      {
        "name": "SolidJS",
        "url": "https://www.solidjs.com/",
        "desc": "细粒度响应式 JSX 框架（无虚拟 DOM）。",
        "rating": 4.6,
        "tags": [
          "fine-grained",
          "perf"
        ],
        "icon": "https://www.solidjs.com/img/favicons/favicon-32x32.png",
        "verdict": {
          "zh": "适合高性能仪表板；周边库成熟度仍在追赶。",
          "en": "Maturity catch-up ongoing."
        }
      },
      {
        "name": "Qwik",
        "url": "https://qwik.builder.io/",
        "desc": "可恢复状态与延迟加载优先框架（Builder.io）。",
        "rating": 4.4,
        "tags": [
          "resume",
          "edge"
        ],
        "icon": "https://qwik.builder.io/favicons/favicon.svg",
        "verdict": {
          "zh": "适合极限首屏优化；心智模型与传统 SSR 不同。",
          "en": "Novel mental model."
        }
      },
      {
        "name": "htmx",
        "url": "https://htmx.org/",
        "desc": "用 HTML 属性驱动局部刷新（hypermedia）。",
        "rating": 4.5,
        "tags": [
          "hypermedia",
          "lite"
        ],
        "icon": "https://htmx.org/favicon.svg",
        "verdict": {
          "zh": "适合服务端渲染 lovers；复杂客户端状态机回到 JS。",
          "en": "Heavy client state → JS."
        }
      },
      {
        "name": "Alpine.js",
        "url": "https://alpinejs.dev/",
        "desc": "轻量声明式 JS 行为（类似 Vue 语法糖）。",
        "rating": 4.5,
        "tags": [
          "lite",
          "sprinkles"
        ],
        "icon": "https://alpinejs.dev/favicon.png",
        "verdict": {
          "zh": "适合渐进增强小交互；大型 SPA 架构慎用单文件膨胀。",
          "en": "Avoid Alpine mega-apps."
        }
      },
      {
        "name": "Playwright",
        "url": "https://playwright.dev/",
        "desc": "跨浏览器 E2E 测试（微软开源）。",
        "rating": 4.8,
        "tags": [
          "e2e",
          "test"
        ],
        "icon": "https://playwright.dev/img/playwright-logo.ico",
        "verdict": {
          "zh": "适合替代零散 Cypress 场景（多浏览器）；调试 trace 要学会阅读。",
          "en": "Learn trace reader."
        }
      },
      {
        "name": "Cypress",
        "url": "https://www.cypress.io/",
        "desc": "前端 E2E 测试浏览器runner（擅长开发者体验）。",
        "rating": 4.7,
        "tags": [
          "e2e",
          "dx"
        ],
        "icon": "https://www.cypress.io/favicon.ico",
        "verdict": {
          "zh": "适合单浏览器迭代速度；多浏览器矩阵回到 Playwright。",
          "en": "Cross-browser → Playwright."
        }
      },
      {
        "name": "Vitest",
        "url": "https://vitest.dev/",
        "desc": "Vite 原生单元测试 runner（兼容 Jest API）。",
        "rating": 4.7,
        "tags": [
          "unit",
          "vite"
        ],
        "icon": "https://vitest.dev/favicon.ico",
        "verdict": {
          "zh": "适合 monorepo 前端共用配置；Node 集成测试留意 pool 选项。",
          "en": "Tune threads/pools."
        }
      },
      {
        "name": "Chromatic",
        "url": "https://www.chromatic.com/",
        "desc": "Storybook 云端 UI 回归快照（商业）。",
        "rating": 4.6,
        "tags": [
          "visual test",
          "ci"
        ],
        "icon": "https://www.chromatic.com/favicon/favicon-default.png",
        "verdict": {
          "zh": "适合视觉回归门禁；伪阳性阈值要团队校准。",
          "en": "Tune flake tolerance."
        }
      },
      {
        "name": "Vite",
        "url": "https://vitejs.dev/",
        "desc": "原生 ESM 开发与 Rollup 生产打包工具链。",
        "rating": 4.8,
        "tags": [
          "bundler",
          "dx"
        ],
        "icon": "https://vitejs.dev/logo-without-border.svg",
        "verdict": {
          "zh": "适合现代前端默认脚手架；遗留 CommonJS 边角偶发。",
          "en": "Legacy CJS edge cases."
        }
      },
      {
        "name": "Turborepo",
        "url": "https://turbo.build/repo",
        "desc": "Monorepo 任务编排与远程缓存（Vercel）。",
        "rating": 4.6,
        "tags": [
          "monorepo",
          "cache"
        ],
        "icon": "https://turbo.build/_next/static/media/repo-light-32x32.0nqkv~~6o4~vl.png?dpl=dpl_GnL4iUFLUpEgiYmQyVVbac4eiFsx",
        "verdict": {
          "zh": "适合多包 CI 提速；缓存密钥泄露风险要治理。",
          "en": "Protect remote cache tokens."
        }
      },
      {
        "name": "pnpm",
        "url": "https://pnpm.io/",
        "desc": "基于内容寻址的磁盘高效包管理器。",
        "rating": 4.8,
        "tags": [
          "package mgr",
          "monorepo"
        ],
        "icon": "https://pnpm.io/img/favicon.png",
        "verdict": {
          "zh": "适合 workspace 链接；少数老旧 postinstall 脚本兼容性踩坑。",
          "en": "Odd postinstall scripts."
        }
      },
      {
        "name": "Biome",
        "url": "https://biomejs.dev/",
        "desc": "Rust 实现的格式化 + Lint 合一工具链。",
        "rating": 4.5,
        "tags": [
          "lint",
          "formatter"
        ],
        "icon": "https://biomejs.dev/img/favicon.ico",
        "verdict": {
          "zh": "适合替代 ESLint+Prettier 组合试点；规则覆盖面仍在追赶。",
          "en": "Rule parity evolving."
        }
      },
      {
        "name": "Prettier",
        "url": "https://prettier.io/",
        "desc": "武断代码格式化（JS/TS/CSS/HTML）。",
        "rating": 4.7,
        "tags": [
          "formatter",
          "dx"
        ],
        "icon": "https://prettier.io/icon.png",
        "verdict": {
          "zh": "适合终结格式争论；语义层面的坏味道仍靠 ESLint。",
          "en": "Semantics → ESLint."
        }
      },
      {
        "name": "Stylelint",
        "url": "https://stylelint.io/",
        "desc": "样式表 Lint（CSS/SCSS/Less）。",
        "rating": 4.5,
        "tags": [
          "css",
          "lint"
        ],
        "icon": "https://stylelint.io/img/favicon.svg",
        "verdict": {
          "zh": "适合设计 token 违规捕获；与 Tailwind 插件版本要对齐。",
          "en": "Tailwind plugin sync."
        }
      },
      {
        "name": "Toptal",
        "url": "https://www.toptal.com/",
        "desc": "精品自由职业匹配平台（审核门槛高）。",
        "rating": 4.3,
        "tags": [
          "freelance",
          "talent"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.toptal.com&sz=64",
        "verdict": {
          "zh": "适合资深顾问接单；费率与抽佣读懂合同。",
          "en": "Read fee structure."
        }
      },
      {
        "name": "Contra",
        "url": "https://contra.com/",
        "desc": "面向创作者与独立开发者的作品集接单平台。",
        "rating": 4.2,
        "tags": [
          "freelance",
          "portfolio"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=contra.com&sz=64",
        "verdict": {
          "zh": "适合设计师/工程师展示案例；区域可用性自查。",
          "en": "Regional availability."
        }
      },
      {
        "name": "Indeed",
        "url": "https://www.indeed.com/",
        "desc": "聚合招聘搜索引擎（量大噪声高）。",
        "rating": 4.2,
        "tags": [
          "aggregator",
          "jobs"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.indeed.com&sz=64",
        "verdict": {
          "zh": "适合铺网式投递；猎头重复骚扰要过滤。",
          "en": "Spam filtering."
        }
      },
      {
        "name": "Blind",
        "url": "https://www.teamblind.com/",
        "desc": "大厂匿名职场论坛（英文，舆论偏激）。",
        "rating": 4.0,
        "tags": [
          "anonymous",
          "us"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.teamblind.com&sz=64",
        "verdict": {
          "zh": "适合极端情绪宣泄旁观；重大决策勿盲从。",
          "en": "Toxic noise hazard."
        }
      },
      {
        "name": "Smashing Jobs",
        "url": "https://www.smashingmagazine.com/jobs/",
        "desc": "前端与设计精选职位（量少质稍高）。",
        "rating": 4.3,
        "tags": [
          "frontend",
          "curated"
        ],
        "icon": "https://www.google.com/s2/favicons?domain=www.smashingmagazine.com&sz=64",
        "verdict": {
          "zh": "适合欧陆前端岗；更新频率低于大厂 ATS。",
          "en": "Low volume freshness."
        }
      }
    ]
  }
}