models-finder-data.json

{
  "_readme": "模型推荐器数据源。改完后同步到 model-finder.html 内嵌 DATA（file:// 可用）。评分 1–10，越高越好；cost 越高越便宜。",
  "updated": "2026-09-23",
  "scenarios": [
    {
      "id": "coding",
      "zh": "编程 / 写完整应用",
      "en": "Coding",
      "hint": "工程交付、前后端、长程 Coding",
      "related": "coding-plan.html"
    },
    {
      "id": "agent",
      "zh": "AI 智能体 / 多步工作流",
      "en": "Agents",
      "hint": "工具调用、长程 Agent、编排",
      "related": "agent-plan.html"
    },
    {
      "id": "rag",
      "zh": "长文档 / RAG",
      "en": "Long docs / RAG",
      "hint": "百万字论文、法规、知识库",
      "related": "model-plan.html"
    },
    {
      "id": "chat",
      "zh": "通用对话",
      "en": "Chat",
      "hint": "助手、闲聊、日常问答",
      "related": "model-plan.html"
    },
    {
      "id": "vision",
      "zh": "视觉 / 多模态",
      "en": "Vision",
      "hint": "图像、视频、文档理解",
      "related": "image-plan.html"
    },
    {
      "id": "writing",
      "zh": "写作 / 内容创作",
      "en": "Writing",
      "hint": "文案、创意、多语言",
      "related": "model-plan.html"
    },
    {
      "id": "support",
      "zh": "客服 / 高并发",
      "en": "Support",
      "hint": "低延迟、流式、7×24",
      "related": "model-plan.html"
    },
    {
      "id": "edge",
      "zh": "端侧 / 离线隐私",
      "en": "On-device",
      "hint": "本地部署、IoT、无云",
      "related": "edge-model-plan.html"
    }
  ],
  "constraints": [
    {
      "id": "any",
      "zh": "不限",
      "en": "Any"
    },
    {
      "id": "cn",
      "zh": "国内直连优先",
      "en": "CN direct"
    },
    {
      "id": "budget",
      "zh": "预算敏感 / 性价比",
      "en": "Budget"
    },
    {
      "id": "free",
      "zh": "想先免费试用",
      "en": "Free tier"
    },
    {
      "id": "edge",
      "zh": "必须端侧 / 离线",
      "en": "On-device only"
    }
  ],
  "priorities": [
    {
      "id": "quality",
      "zh": "质量优先",
      "en": "Quality"
    },
    {
      "id": "cost",
      "zh": "成本优先",
      "en": "Cost"
    },
    {
      "id": "speed",
      "zh": "速度优先",
      "en": "Speed"
    },
    {
      "id": "context",
      "zh": "长上下文优先",
      "en": "Long context"
    }
  ],
  "hotQuestions": [
    {
      "id": "hq-coding",
      "zh": "最适合编程的模型",
      "en": "Best for coding",
      "scenario": "coding",
      "constraint": "any",
      "priority": "quality"
    },
    {
      "id": "hq-agent",
      "zh": "最适合 Agent 的模型",
      "en": "Best for agents",
      "scenario": "agent",
      "constraint": "any",
      "priority": "quality"
    },
    {
      "id": "hq-rag",
      "zh": "长上下文最强",
      "en": "Best long context",
      "scenario": "rag",
      "constraint": "any",
      "priority": "context"
    },
    {
      "id": "hq-cheap",
      "zh": "性价比最高",
      "en": "Best value",
      "scenario": "chat",
      "constraint": "budget",
      "priority": "cost"
    },
    {
      "id": "hq-cn",
      "zh": "国内直连旗舰",
      "en": "Best CN-accessible",
      "scenario": "coding",
      "constraint": "cn",
      "priority": "quality"
    },
    {
      "id": "hq-fast",
      "zh": "最快 / 低延迟",
      "en": "Fastest",
      "scenario": "support",
      "constraint": "any",
      "priority": "speed"
    },
    {
      "id": "hq-vision",
      "zh": "最佳视觉理解",
      "en": "Best vision",
      "scenario": "vision",
      "constraint": "any",
      "priority": "quality"
    },
    {
      "id": "hq-edge",
      "zh": "端侧 / 隐私本地",
      "en": "On-device",
      "scenario": "edge",
      "constraint": "edge",
      "priority": "quality"
    }
  ],
  "models": [
    {
      "id": "deepseek-v4-pro",
      "name": "DeepSeek-V4-Pro",
      "vendor": "DeepSeek",
      "region": "cn",
      "badge": "长上下文",
      "active": true,
      "cn": true,
      "edge": false,
      "freeish": true,
      "quality": 8,
      "cost": 8,
      "speed": 5,
      "context": 10,
      "fit": {
        "coding": 7,
        "agent": 8,
        "rag": 10,
        "chat": 6,
        "vision": 4,
        "writing": 6,
        "support": 4,
        "edge": 1
      },
      "blurb": "1M 上下文 + 开源权重。8/16 起峰谷价：低峰 $0.66/$1.98，高峰 $1.32/$3.96。",
      "why": [
        "1M 上下文 + CSA/HCA",
        "开源 Agent 底座友好",
        "不适合极低延迟与端侧"
      ],
      "link": "https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro",
      "plan": "model-plan.html"
    },
    {
      "id": "glm-5-2",
      "name": "GLM-5.3",
      "vendor": "智谱",
      "region": "cn",
      "badge": "长程 Coding",
      "active": true,
      "cn": true,
      "edge": false,
      "freeish": true,
      "quality": 9,
      "cost": 7,
      "speed": 6,
      "context": 9,
      "fit": {
        "coding": 10,
        "agent": 9,
        "rag": 7,
        "chat": 6,
        "vision": 4,
        "writing": 6,
        "support": 5,
        "edge": 1
      },
      "blurb": "5.2 底座 + 后训练；Coding Plan 全量切到 5.3，对标 Opus 5。",
      "why": [
        "常开思考 · 长程工程",
        "Coding Plan 积分制",
        "思考关不掉"
      ],
      "link": "https://z.ai/blog/glm-5.3",
      "plan": "coding-plan.html"
    },
    {
      "id": "kimi-k3",
      "name": "Kimi K3",
      "vendor": "月之暗面",
      "region": "cn",
      "badge": "Agent",
      "active": true,
      "cn": true,
      "edge": false,
      "freeish": true,
      "quality": 9,
      "cost": 6,
      "speed": 6,
      "context": 9,
      "fit": {
        "coding": 8,
        "agent": 10,
        "rag": 8,
        "chat": 7,
        "vision": 7,
        "writing": 7,
        "support": 5,
        "edge": 1
      },
      "blurb": "多步 Agent 与长仓工程强；开源前沿旗舰。Arena Agent #7（K3 Max）。",
      "why": [
        "2.8T · 1M · 原生多模态",
        "适合复杂工作流",
        "极致低价批量可换 Flash 档"
      ],
      "link": "https://www.kimi.com/zh-cn/blog/kimi-k3",
      "plan": "agent-plan.html"
    },
    {
      "id": "qwen-3-8-max",
      "name": "Qwen 3.8 Max",
      "vendor": "阿里通义",
      "region": "cn",
      "badge": "开源旗舰",
      "active": true,
      "cn": true,
      "edge": false,
      "freeish": true,
      "quality": 9,
      "cost": 7,
      "speed": 6,
      "context": 9,
      "fit": {
        "coding": 8,
        "agent": 8,
        "rag": 8,
        "chat": 7,
        "vision": 6,
        "writing": 8,
        "support": 6,
        "edge": 1
      },
      "blurb": "2.4T Max 档首次开源；API $2/$6。单卡请改 Qwen3.8-27B。",
      "why": [
        "开源能力榜第一档",
        "编码/Cowork 强",
        "不是 24GB GGUF"
      ],
      "link": "https://www.alibabacloud.com/blog/qwen3-8-max-a-new-bar-for-coding-and-cowork_603421",
      "plan": "model-plan.html"
    },
    {
      "id": "hy4-preview",
      "name": "Hy4 preview",
      "vendor": "腾讯混元",
      "region": "cn",
      "badge": "开源 Agent",
      "active": true,
      "cn": true,
      "edge": false,
      "freeish": true,
      "quality": 8,
      "cost": 9,
      "speed": 6,
      "context": 10,
      "fit": {
        "coding": 8,
        "agent": 8,
        "rag": 8,
        "chat": 6,
        "vision": 4,
        "writing": 6,
        "support": 5,
        "edge": 1
      },
      "blurb": "770B MoE / 49B 激活，Apache 2.0。API $0.83/$2.50。Arena Agent #10。",
      "why": [
        "国内直连开源 Agent",
        "任务成本中位约 $0.27",
        "preview，尚未 GA"
      ],
      "link": "https://huggingface.co/tencent/Hy4-preview",
      "plan": "model-plan.html"
    },
    {
      "id": "minimax-m2-7",
      "name": "MiniMax M2.7",
      "vendor": "MiniMax",
      "region": "cn",
      "badge": "速度",
      "active": true,
      "cn": true,
      "edge": false,
      "freeish": true,
      "quality": 6,
      "cost": 8,
      "speed": 10,
      "context": 4,
      "fit": {
        "coding": 4,
        "agent": 4,
        "rag": 3,
        "chat": 8,
        "vision": 3,
        "writing": 5,
        "support": 10,
        "edge": 1
      },
      "blurb": "约 30 tok/s，实时对话与高并发客服优先。",
      "why": [
        "流式低延迟",
        "高并发 API",
        "不适合超长文档深度推理"
      ],
      "link": "https://www.minimaxi.com",
      "plan": "model-plan.html"
    },
    {
      "id": "gemma-4",
      "name": "Gemma 4",
      "vendor": "Google",
      "region": "cn",
      "badge": "端侧",
      "active": true,
      "cn": true,
      "edge": true,
      "freeish": true,
      "quality": 6,
      "cost": 10,
      "speed": 8,
      "context": 3,
      "fit": {
        "coding": 3,
        "agent": 2,
        "rag": 2,
        "chat": 6,
        "vision": 5,
        "writing": 5,
        "support": 7,
        "edge": 10
      },
      "blurb": "端侧 / 离线 / 隐私本地的平台级开源方案。",
      "why": [
        "E2B 端侧 · Apache 2.0",
        "140+ 语言",
        "不做 1M 长任务"
      ],
      "link": "https://ai.google.dev/gemma",
      "plan": "edge-model-plan.html"
    },
    {
      "id": "gpt-6-sol",
      "name": "GPT-6 Sol / Luna",
      "vendor": "OpenAI",
      "region": "intl",
      "badge": "通用旗舰",
      "active": true,
      "cn": false,
      "edge": false,
      "freeish": false,
      "quality": 9,
      "cost": 4,
      "speed": 7,
      "context": 8,
      "fit": {
        "coding": 8,
        "agent": 8,
        "rag": 6,
        "chat": 10,
        "vision": 8,
        "writing": 9,
        "support": 6,
        "edge": 1
      },
      "blurb": "2026-09-23 发布；Astra 仍为无妥协旗舰。API 价以 OpenAI 价表为准（报道称较 5.6 促销约降 50%）。",
      "why": [
        "Sol/Luna 日常工作降本",
        "极限仍选 Astra",
        "国内需网关/梯子"
      ],
      "link": "https://chatgpt.com",
      "plan": "model-plan.html"
    },
    {
      "id": "claude-opus-5-5",
      "name": "Claude Opus 5.5",
      "vendor": "Anthropic",
      "region": "intl",
      "badge": "深度推理",
      "active": true,
      "cn": false,
      "edge": false,
      "freeish": false,
      "quality": 10,
      "cost": 4,
      "speed": 5,
      "context": 9,
      "fit": {
        "coding": 10,
        "agent": 9,
        "rag": 8,
        "chat": 7,
        "vision": 6,
        "writing": 8,
        "support": 4,
        "edge": 1
      },
      "blurb": "2026-09-23：官方称多数任务近 Fable 5.1，成本较 Opus 5 约降 40%、速度约 +30%。刊例以 Anthropic 为准。",
      "why": [
        "日常 Coding 主力",
        "近 Fable、更省",
        "中文略弱 · 需梯子"
      ],
      "link": "https://claude.ai/",
      "plan": "coding-plan.html"
    },
    {
      "id": "claude-fable-5-1",
      "name": "Claude Fable 5.1",
      "vendor": "Anthropic",
      "region": "intl",
      "badge": "长程 Agent",
      "active": true,
      "cn": false,
      "edge": false,
      "freeish": false,
      "quality": 10,
      "cost": 2,
      "speed": 4,
      "context": 9,
      "fit": {
        "coding": 10,
        "agent": 10,
        "rag": 8,
        "chat": 6,
        "vision": 6,
        "writing": 7,
        "support": 3,
        "edge": 1
      },
      "blurb": "9/1 接档 Fable 5。刊例 $10/$50，缓存读 $0.25。Arena Agent #1。",
      "why": [
        "长程 Agent 最强公开档",
        "缓存更便宜，日常仍先用 Opus 5.5",
        "需梯子"
      ],
      "link": "https://www.anthropic.com/claude-fable-and-mythos-5-1",
      "plan": "agent-plan.html"
    },
    {
      "id": "gemini-3-8-flash",
      "name": "Gemini 3.8 Flash",
      "vendor": "Google",
      "region": "intl",
      "badge": "速度/Agent",
      "active": true,
      "cn": false,
      "edge": false,
      "freeish": true,
      "quality": 8,
      "cost": 8,
      "speed": 9,
      "context": 8,
      "fit": {
        "coding": 7,
        "agent": 7,
        "rag": 6,
        "chat": 8,
        "vision": 8,
        "writing": 7,
        "support": 8,
        "edge": 1
      },
      "blurb": "9/2 接档 3.7；$0.75/$3.75 引入价至 12/31，2027-01-01 翻倍。",
      "why": [
        "同价同速、工程与 Agent 加码",
        "Arena Agent #17（3.7 已落到 #35）",
        "1M 研究可仍看 3.1 Pro"
      ],
      "link": "https://gemini.google.com",
      "plan": "model-plan.html"
    },
    {
      "id": "grok-4-7",
      "name": "Grok 4.7",
      "vendor": "xAI",
      "region": "intl",
      "badge": "Coding/Agent",
      "active": true,
      "cn": false,
      "edge": false,
      "freeish": false,
      "quality": 9,
      "cost": 7,
      "speed": 7,
      "context": 7,
      "fit": {
        "coding": 9,
        "agent": 10,
        "rag": 6,
        "chat": 6,
        "vision": 6,
        "writing": 6,
        "support": 5,
        "edge": 1
      },
      "blurb": "2026-09-21/22 上线；~.1T；/；长任务 coding/agent。",
      "why": [
        "长跑 Agent 更强",
        "高性价比第二梯队",
        "非中文生态首选"
      ],
      "link": "https://x.ai/",
      "plan": "coding-plan.html"
    },
    {
      "id": "jev-typesafe",
      "name": "Jev",
      "vendor": "TypeSafe AI",
      "region": "intl",
      "badge": "决策 System One",
      "active": true,
      "cn": false,
      "edge": false,
      "freeish": false,
      "quality": 8,
      "cost": 9,
      "speed": 10,
      "context": 5,
      "fit": {
        "coding": 3,
        "agent": 9,
        "rag": 4,
        "chat": 1,
        "vision": 1,
        "writing": 1,
        "support": 8,
        "edge": 1
      },
      "blurb": "不聊天的决策模型；输入约 $0.042/MTok，输出免费。可走 typesafe.ai / OpenRouter typesafe/jev。详见决策模型专题。",
      "why": [
        "软件内结构化决策",
        "不能聊天/写代码",
        "Early Access / OpenRouter"
      ],
      "link": "https://typesafe.ai/",
      "plan": "decision-model-plan.html"
    },
    {
      "id": "laya-convai",
      "name": "Laya",
      "vendor": "Convai Innovations",
      "region": "intl",
      "badge": "开源决策",
      "active": true,
      "cn": false,
      "edge": true,
      "freeish": true,
      "quality": 7,
      "cost": 10,
      "speed": 10,
      "context": 4,
      "fit": {
        "coding": 2,
        "agent": 8,
        "rag": 3,
        "chat": 1,
        "vision": 1,
        "writing": 1,
        "support": 8,
        "edge": 7
      },
      "blurb": "Apache 2.0 开源决策权重；Choice/Score/Noul；自托管。详见决策模型专题。",
      "why": [
        "可自托管再训",
        "基座需微调才强",
        "不是聊天模型"
      ],
      "link": "https://huggingface.co/convaiinnovations/laya",
      "plan": "decision-model-plan.html"
    },
    {
      "id": "mimo-v2-6",
      "name": "MiMo-V2.6",
      "vendor": "Xiaomi",
      "region": "cn",
      "badge": "开源全模态",
      "active": true,
      "cn": true,
      "edge": false,
      "freeish": true,
      "quality": 9,
      "cost": 8,
      "speed": 7,
      "context": 8,
      "fit": {
        "coding": 8,
        "agent": 8,
        "rag": 6,
        "chat": 7,
        "vision": 8,
        "writing": 6,
        "support": 7,
        "edge": 2
      },
      "blurb": "2026-09-22 开源 Pro/Flash；AA 智能指数约 46，报道称登顶开源。",
      "why": [
        "最强开源全模态报道",
        "非 24GB 单卡默认",
        "套餐刊例仍看 V2.5"
      ],
      "link": "https://huggingface.co/XiaomiMiMo/MiMo-V2.6-Pro-RL",
      "plan": "model-plan.html"
    }
  ]
}