{ "version": "20261102b", "updated": "2026-11-02", "dimensions": [ "vendor", "productType", "models", "languages", "capabilities", "chineseRating", "openSource", "freeTier", "pricing", "compliance", "ecosystem", "scenario", "ratingTotal" ], "depthGroups": [ { "id": "agent", "title": "Agent 与自主编程", "desc": "不只看「有没有 Chat」，要看能否跨文件改仓、能否无人值守闭环。L3=可端到端交付需求。", "dims": [ [ "agentTier", "Agent 等级", "L0 补全 → L3 全自动" ], [ "multiFile", "多文件编排", "Composer / 任务分解改多文件" ], [ "terminalAgent", "终端 / CLI Agent", "命令行自主执行与脚本链" ], [ "longContext", "长上下文稳定", "大仓/长对话不「失忆」" ], [ "repoIndex", "仓库索引策略", "全库 RAG / 符号索引 / 无" ] ] }, { "id": "engineering", "title": "工程化能力", "desc": "日常研发占比最高：补全、重构、单测、排错、设计协作——决定「省不省人力」。", "dims": [ [ "completionStack", "分栈补全", "Java/Go/前端/脚本谁更强" ], [ "refactor", "重构与迁移", "跨模块改名、框架升级" ], [ "testDoc", "单测与文档", "生成/维护测试与注释" ], [ "debugRead", "读码与排错", "Explain / 根因定位" ], [ "designToCode", "设计→代码", "Figma/蓝湖/设计稿还原" ] ] }, { "id": "compliance", "title": "合规与部署", "desc": "政企采购必问：代码去哪、能否信创、能否断网——决定能不能进生产。", "dims": [ [ "trainingPolicy", "训练数据政策", "代码是否用于模型训练" ], [ "residency", "数据驻留", "境内区 / 私有化 / 混合" ], [ "xinchuang", "信创适配", "麒麟/飞腾/统信等" ], [ "airGap", "纯离线可用", "无外网 IDE 是否可用" ], [ "secScan", "安全左移", "漏洞/规范/密钥扫描" ] ] }, { "id": "governance", "title": "管控与商业", "desc": "从试点到全公司推广：控制台、审计、IDE 覆盖、云绑定与采购路径。", "dims": [ [ "admin", "企业控制台", "配额/模型/策略集中管控" ], [ "ssoAudit", "SSO 与审计", "统一身份 + 操作留痕" ], [ "ideMatrix", "IDE 覆盖", "VS Code / JetBrains / 自研" ], [ "devopsBind", "DevOps 绑定", "与云 CI/CD 一体化程度" ], [ "procurement", "采购与渠道", "招采/官网/伙伴折扣空间" ] ] } ], "scenarioMatrix": [ { "scene": "信创政务 / 国企桌面", "pick": "iFlyCode、CodeArts Snap", "why": "信创 OS + 审计 + 私有化叙事最完整" }, { "scene": "阿里云 Java/Go 后端", "pick": "Qoder CN（原通义灵码）", "why": "补全 + 云效 + 企业管控一条链" }, { "scene": "微信 / 腾讯云全栈", "pick": "CodeBuddy、CodeBuddy NPC", "why": "Craft 全栈生成 + Issue/PR 无人值守闭环" }, { "scene": "国产 Agent IDE 尝鲜", "pick": "Trae、Qoder CN", "why": "SOLO / Quest 多智能体纵深领先，上手快" }, { "scene": "长上下文攻坚 / 多 Agent 并行", "pick": "Kimi Code", "why": "K3 长上下文 + Swarm，可同时推进多个改造任务" }, { "scene": "GLM 体系 / 要可审计的开源", "pick": "ZCode", "why": "Apache 2.0 可自审遥测，GLM 栈边际成本低" }, { "scene": "终端批处理 / CI 脚本化改造", "pick": "Qwen Code、MiniMax Code（mcode）", "why": "开源 CLI + BYOK，只付模型费，适合批处理" }, { "scene": "企业规约交付 / 多模型切换", "pick": "JoyCode", "why": "仓库上下文 + 规约约束，中大型项目交付可控" }, { "scene": "探索型 POC / 跨会话记忆", "pick": "MiMo Code", "why": "子智能体编排 + 记忆，个人与小团队试水成本低" }, { "scene": "零预算 / 本地推理", "pick": "CodeGeeX、DeepSeek-Coder", "why": "开源或自部署，数据不出域" }, { "scene": "金融 / 安全审计优先", "pick": "CodeFuse、MonkeyCode", "why": "合规与 Git 审计强于 Agent 分数" } ], "tools": [ { "id": "trae", "name": "Trae", "vendor": "字节跳动", "categories": [ "domestic", "domestic_big" ], "productType": "AI原生IDE", "models": "豆包/DeepSeek/GLM 可切换", "languages": "多语言", "capabilities": "补全/生成/Agent/SOLO 全自动", "chineseRating": "★★★★★", "openSource": "否 · 云端", "freeTier": "基础版永久免费", "pricing": "Pro 约 $10/月", "pricingShort": "基础免费", "compliance": "国内合规", "ecosystem": "字节生态", "scenario": "中文场景与 SOLO 全自动开发", "ratingTotal": 4.6, "review": { "pros": [ "中文提示词理解领先", "SOLO 模式可端到端改多文件", "多模型切换灵活" ], "cons": [ "企业私有化信息较少", "重度依赖云端" ], "bestFor": "个人与中小团队快速原型", "worstFor": "强信创离线-only 场景", "deep": "采购视角：Trae 适合「要国产 Agent 体验、可接受云端」的研发负责人。SOLO 把多文件改动从 Cursor 档拉回国内，但政企需提前确认数据条款与私有化路线图；与 Qoder CN 比，Java 后端深度略逊，企业控制台仍偏新。" }, "pricingPlans": { "free": { "label": "基础版", "monthlyPerSeat": 0, "currency": "CNY" }, "pro": { "label": "Pro", "monthlyPerSeat": 10, "currency": "USD", "url": "https://www.trae.cn/" }, "enterprise": { "label": "企业（估）", "monthlyPerSeat": 120, "currency": "CNY" } }, "selector": { "team": [ "solo", "small" ], "stack": [ "frontend", "multi" ], "deploy": [ "cloud" ], "budget": [ "free", "mid" ], "priority": [ "chinese", "accuracy" ] }, "depth": { "agentTier": { "score": 5, "text": "L3 · SOLO 可端到端改多文件并跑通" }, "multiFile": { "score": 5, "text": "多文件任务分解强，接近 Cursor Composer" }, "terminalAgent": { "score": 3, "text": "以 IDE 内 Agent 为主，CLI 弱" }, "longContext": { "score": 4, "text": "大任务可用，超大仓需拆分需求" }, "repoIndex": { "score": 3, "text": "项目内上下文为主，非 Cody 级全库索引" }, "completionStack": { "score": 4, "text": "中文提示+全栈均衡，Java 略逊专精插件" }, "refactor": { "score": 4, "text": "SOLO 可批量改，需人工 Review 边界" }, "testDoc": { "score": 3, "text": "能生成单测，深度不如后端专精工具" }, "debugRead": { "score": 4, "text": "读码解释好，复杂并发需拆分问" }, "designToCode": { "score": 2, "text": "非主打，不如文心 F2C" }, "trainingPolicy": { "score": 3, "text": "云端 SaaS，企业需签 DPA 条款" }, "residency": { "score": 2, "text": "默认字节云，私有化信息少" }, "xinchuang": { "score": 2, "text": "非信创主推场景" }, "airGap": { "score": 1, "text": "依赖云端模型" }, "secScan": { "score": 2, "text": "常规 IDE 安全，无专精 SAST" }, "admin": { "score": 3, "text": "团队版在完善，政企控制台较新" }, "ssoAudit": { "score": 2, "text": "个人/小团队友好，审计待加强" }, "ideMatrix": { "score": 5, "text": "自研 AI 原生 IDE（非插件）" }, "devopsBind": { "score": 3, "text": "字节生态，非阿里云/DevOps 闭环" }, "procurement": { "score": 3, "text": "官网订阅为主，渠道价可谈企业包" } }, "officialUrl": "https://www.trae.cn/" }, { "id": "codebuddy", "name": "CodeBuddy", "vendor": "腾讯云", "categories": [ "domestic", "domestic_big" ], "productType": "IDE+插件+CLI", "models": "混元 + DeepSeek", "languages": "多语言", "capabilities": "Craft 全栈生成/补全", "chineseRating": "★★★★☆", "openSource": "否", "freeTier": "个人 2000 次/月", "pricing": "标准版 99 元/月", "pricingShort": "标准 99元/月", "compliance": "等保三级", "ecosystem": "微信/腾讯云", "scenario": "微信生态与腾讯云一体化", "ratingTotal": 4.4, "review": { "pros": [ "微信 API 集成深", "等保三级", "Craft 全栈生成" ], "cons": [ "非腾讯栈迁移成本", "国际模型选择少" ], "bestFor": "微信小程序 + 腾讯云团队", "worstFor": "纯 AWS 技术栈", "deep": "采购视角：已上腾讯云/微信小程序的团队，CodeBuddy 的 Craft 与 DevOps 绑定能少一轮集成招标。等保与 SSO 叙事清楚，Pro 39 元/月便于试点；纯 AWS 或纯阿里云栈需评估迁移成本。" }, "pricingPlans": { "free": { "label": "免费额度", "monthlyPerSeat": 0, "currency": "CNY" }, "pro": { "label": "标准版", "monthlyPerSeat": 99, "currency": "CNY", "url": "https://cloud.tencent.com/document/product/1749/126592" }, "enterprise": { "label": "企业旗舰 SaaS", "monthlyPerSeat": 198, "currency": "CNY" } }, "selector": { "team": [ "small", "mid" ], "stack": [ "frontend", "multi" ], "deploy": [ "cloud" ], "budget": [ "mid" ], "priority": [ "ecosystem", "chinese" ] }, "depth": { "agentTier": { "score": 4, "text": "L2–L3 · Craft 全栈生成" }, "multiFile": { "score": 4, "text": "Craft 跨文件，微信全栈场景深" }, "terminalAgent": { "score": 3, "text": "有 CLI 能力，主战场在 IDE" }, "longContext": { "score": 3, "text": "中等规模仓表现稳" }, "repoIndex": { "score": 3, "text": "项目级，腾讯云文档可注入" }, "completionStack": { "score": 4, "text": "小程序/Node 强，混元+DeepSeek" }, "refactor": { "score": 3, "text": "常规重构，复杂迁移靠人工" }, "testDoc": { "score": 3, "text": "基础单测/注释" }, "debugRead": { "score": 4, "text": "腾讯栈错误信息理解好" }, "designToCode": { "score": 3, "text": "前端组件生成可用" }, "trainingPolicy": { "score": 4, "text": "等保三级叙事，企业协议较全" }, "residency": { "score": 4, "text": "腾讯云境内，可谈专有云" }, "xinchuang": { "score": 3, "text": "随腾讯云信创方案，非讯飞级" }, "airGap": { "score": 2, "text": "需连腾讯云服务" }, "secScan": { "score": 3, "text": "合规模块+常规扫描" }, "admin": { "score": 4, "text": "腾讯云企业管控" }, "ssoAudit": { "score": 4, "text": "SSO/审计与云账号体系" }, "ideMatrix": { "score": 4, "text": "插件+自研 IDE 多形态" }, "devopsBind": { "score": 5, "text": "Coding/DevOps/微信云一体" }, "procurement": { "score": 4, "text": "腾讯云渠道价成熟，Pro 39 元/月透明" } }, "officialUrl": "https://copilot.tencent.com/" }, { "id": "tongyi-lingma", "name": "Qoder CN（原通义灵码）", "vendor": "阿里云", "categories": [ "domestic", "domestic_big" ], "productType": "AI IDE + 插件 + CLI", "models": "Qwen + GLM/DeepSeek/Kimi 可切换", "languages": "Java/Go 等", "capabilities": "补全/Chat/Quest 多智能体/Cloud Agents", "chineseRating": "★★★★★", "openSource": "否", "freeTier": "有免费额度", "pricing": "Pro 59 元/月（Qoder CN）", "pricingShort": "Pro 59元/月", "compliance": "阿里云合规体系", "ecosystem": "阿里云/DevOps", "scenario": "Java/Go 后端 + 多智能体自主开发", "ratingTotal": 4.5, "review": { "pros": [ "Java/Go 补全强", "Quest/Cloud Agents 多智能体", "企业管控与审计完善" ], "cons": [ "2026 品牌更名迁移期，文档/报价口径需确认", "深度绑定阿里云生态" ], "bestFor": "阿里云存量 + 要 Agent 自主开发的中大型研发团队", "worstFor": "非阿里云栈、只要轻量补全插件的团队", "deep": "采购视角：通义灵码已升级为 Qoder CN（2026.5 更名），兼具 Java/Go 工程化补全与 Quest/Cloud Agents 多智能体自主开发。阿里云存量客户做后端是「最低摩擦」选项——云效、RAM、审计一条链；中大型团队可把 Cloud Agents 写进 RFP 差异化条款。私有化与信创需单独立项企业版。" }, "pricingPlans": { "free": { "label": "免费额度", "monthlyPerSeat": 0, "currency": "CNY" }, "pro": { "label": "Pro（Qoder CN）", "monthlyPerSeat": 59, "currency": "CNY", "url": "https://help.aliyun.com/zh/lingma/product-overview/billing-description" }, "enterprise": { "label": "企业标准版", "monthlyPerSeat": 99, "currency": "CNY" } }, "selector": { "team": [ "small", "mid", "large" ], "stack": [ "java", "go", "multi" ], "deploy": [ "cloud", "private" ], "budget": [ "mid" ], "priority": [ "accuracy", "ecosystem" ] }, "depth": { "agentTier": { "score": 4, "text": "L3 · Quest/Cloud Agents 可端到端委派任务" }, "multiFile": { "score": 4, "text": "Quest 拆解多文件任务，工程级交付" }, "terminalAgent": { "score": 4, "text": "Qoder CN CLI 终端原生可被集成" }, "longContext": { "score": 4, "text": "Qwen 长上下文，大文件读码好" }, "repoIndex": { "score": 4, "text": "Repowiki 项目知识 + 全库上下文" }, "completionStack": { "score": 5, "text": "Java/Go 补全国内第一梯队" }, "refactor": { "score": 4, "text": "Java 重构/迁移实用" }, "testDoc": { "score": 4, "text": "单测与注释生成成熟" }, "debugRead": { "score": 4, "text": "后端排错与栈追踪解释强" }, "designToCode": { "score": 3, "text": "前端 Agent 可参与 UI 任务" }, "trainingPolicy": { "score": 4, "text": "阿里云企业合规体系" }, "residency": { "score": 4, "text": "境内云+企业专有云选项" }, "xinchuang": { "score": 3, "text": "随阿里云信创，项目制" }, "airGap": { "score": 3, "text": "企业版可私有化部署（项目）" }, "secScan": { "score": 3, "text": "规范检查+云安全联动" }, "admin": { "score": 5, "text": "企业管控、配额、模型策略完善" }, "ssoAudit": { "score": 5, "text": "RAM/SSO 与操作审计" }, "ideMatrix": { "score": 4, "text": "自研 AI IDE + VS Code/JetBrains 插件" }, "devopsBind": { "score": 5, "text": "云效/DevOps 深度绑定" }, "procurement": { "score": 5, "text": "阿里云渠道价体系成熟，49 元起/月" } }, "officialUrl": "https://qoder.cn/" }, { "id": "wenxin-kuaima", "name": "文心快码", "vendor": "百度", "categories": [ "domestic", "domestic_big" ], "productType": "IDE 插件", "models": "文心 4.0", "languages": "多语言", "capabilities": "F2C 设计稿转代码/多智能体", "chineseRating": "★★★★☆", "openSource": "否", "freeTier": "有免费额度", "pricing": "专业版 49 元/月", "pricingShort": "49元/月", "compliance": "国内合规", "ecosystem": "百度智能云", "scenario": "设计稿转代码与前端协作", "ratingTotal": 4.2, "review": { "pros": [ "F2C 还原度好", "多智能体协同" ], "cons": [ "Agent 深度弱于 Trae/Cursor", "插件形态", "2026-09 起并入百度搭子，产品线整合中" ], "bestFor": "前端 + 设计协作", "worstFor": "纯后端架构师", "deep": "采购视角：前端与设计协作、F2C 还原是硬指标时选文心快码。Agent 纵深一般，不适合当作全公司唯一 AI IDE；可与 Trae/灵码双工具并存（设计链 vs 后端链）。" }, "pricingPlans": { "free": { "label": "免费额度", "monthlyPerSeat": 0, "currency": "CNY" }, "pro": { "label": "专业版", "monthlyPerSeat": 49, "currency": "CNY", "url": "https://comate.baidu.com/" }, "enterprise": { "label": "企业", "monthlyPerSeat": 150, "currency": "CNY" } }, "selector": { "team": [ "solo", "small" ], "stack": [ "frontend" ], "deploy": [ "cloud" ], "budget": [ "mid" ], "priority": [ "design", "chinese" ] }, "depth": { "agentTier": { "score": 3, "text": "L2 · 多智能体协同，非 SOLO IDE" }, "multiFile": { "score": 3, "text": "多智能体分角色改文件" }, "terminalAgent": { "score": 2, "text": "终端能力弱" }, "longContext": { "score": 3, "text": "文心 4.0 中等上下文" }, "repoIndex": { "score": 2, "text": "项目内为主" }, "completionStack": { "score": 4, "text": "前端/TS 补全好" }, "refactor": { "score": 3, "text": "组件级重构" }, "testDoc": { "score": 3, "text": "基础单测" }, "debugRead": { "score": 3, "text": "前端排错尚可" }, "designToCode": { "score": 5, "text": "F2C 设计稿转代码国内领先" }, "trainingPolicy": { "score": 3, "text": "百度智能云企业协议" }, "residency": { "score": 4, "text": "百度云境内" }, "xinchuang": { "score": 3, "text": "政企项目可配信创" }, "airGap": { "score": 2, "text": "SaaS 为主" }, "secScan": { "score": 3, "text": "常规+百度安全产品联动" }, "admin": { "score": 4, "text": "企业版管控" }, "ssoAudit": { "score": 3, "text": "企业 SSO 支持" }, "ideMatrix": { "score": 3, "text": "主流 IDE 插件" }, "devopsBind": { "score": 4, "text": "百度云/iCafe 等" }, "procurement": { "score": 4, "text": "49 元/月专业版，渠道可谈" } }, "officialUrl": "https://comate.baidu.com/" }, { "id": "codearts-snap", "name": "华为云码道（CodeArts）", "vendor": "华为", "categories": [ "domestic", "domestic_big", "on_premise", "xinchuang" ], "productType": "IDE 插件", "models": "华为自研", "languages": "多语言", "capabilities": "安全检测/编码规范", "chineseRating": "★★★★☆", "openSource": "否 · 可私有化", "freeTier": "企业试用", "pricing": "企业级定价", "pricingShort": "企业定价", "compliance": "信创/等保", "ecosystem": "华为云 CodeArts", "scenario": "政企与华为云 DevOps", "ratingTotal": 4.1, "review": { "pros": [ "代码安全检测", "华为规范" ], "cons": [ "个人开发者友好度一般" ], "bestFor": "华为云 + 政企项目", "worstFor": "个人免费尝鲜", "deep": "采购视角：华为云 + 信创 + 代码安全检测三合一的标书场景首选之一。Agent 能力保守，别指望 SOLO；适合「合规与 DevOps 闭环」权重大于「极客 Agent」的央国企项目。" }, "pricingPlans": { "free": { "label": "试用", "monthlyPerSeat": 0, "currency": "CNY" }, "pro": { "label": "标准（估）", "monthlyPerSeat": 80, "currency": "CNY" }, "enterprise": { "label": "企业私有化", "monthlyPerSeat": 220, "currency": "CNY" } }, "selector": { "team": [ "mid", "large" ], "stack": [ "multi" ], "deploy": [ "private", "xinchuang" ], "budget": [ "unlimited" ], "priority": [ "security", "ecosystem" ] }, "depth": { "agentTier": { "score": 2, "text": "L1–L2 · 补全+Chat，Agent 保守" }, "multiFile": { "score": 2, "text": "多文件能力有限" }, "terminalAgent": { "score": 1, "text": "无终端 Agent" }, "longContext": { "score": 3, "text": "华为模型中等" }, "repoIndex": { "score": 3, "text": "CodeArts 项目上下文" }, "completionStack": { "score": 3, "text": "多语言均衡，创新速度一般" }, "refactor": { "score": 3, "text": "规范驱动重构" }, "testDoc": { "score": 3, "text": "模板化单测" }, "debugRead": { "score": 3, "text": "解释+规范建议" }, "designToCode": { "score": 2, "text": "非主打" }, "trainingPolicy": { "score": 5, "text": "政企 DPA + 不训练承诺可谈" }, "residency": { "score": 5, "text": "华为云专有云/私有化成熟" }, "xinchuang": { "score": 5, "text": "信创/等保主推产品线" }, "airGap": { "score": 4, "text": "私有化可断网推理" }, "secScan": { "score": 5, "text": "代码安全检测+华为规范内置" }, "admin": { "score": 5, "text": "CodeArts 企业全栈管控" }, "ssoAudit": { "score": 5, "text": "政企审计标配" }, "ideMatrix": { "score": 3, "text": "插件形态为主" }, "devopsBind": { "score": 5, "text": "华为云 DevOps 闭环" }, "procurement": { "score": 4, "text": "企业招采/华为渠道，价面议" } }, "officialUrl": "https://codearts.huaweicloud.com/" }, { "id": "iflycode", "name": "iFlyCode", "vendor": "科大讯飞", "categories": [ "domestic", "domestic_big", "on_premise", "xinchuang" ], "productType": "IDE 插件", "models": "星火大模型", "languages": "多语言", "capabilities": "语音编程/信创适配", "chineseRating": "★★★★★", "openSource": "否", "freeTier": "试用 30 天", "pricing": "企业 99 元/人/月", "pricingShort": "企业 99元/人/月", "compliance": "信创（麒麟/飞腾）", "ecosystem": "讯飞政企", "scenario": "政务/国企信创项目", "ratingTotal": 4.0, "review": { "pros": [ "信创适配成熟", "语音编程" ], "cons": [ "国际生态弱", "定价偏高" ], "bestFor": "信创/政企采购", "worstFor": "互联网小团队", "deep": "采购视角：政务/国企信创清单里常见讯飞方案。语音编程是差异化，但纯互联网研发效率未必最高；适合审计、权限、国产化 OS 比 Agent 分数更重要的采购。" }, "pricingPlans": { "free": { "label": "试用 30 天", "monthlyPerSeat": 0, "currency": "CNY" }, "pro": { "label": "团队", "monthlyPerSeat": 99, "currency": "CNY", "url": "https://iflycode.xfyun.cn/" }, "enterprise": { "label": "政企", "monthlyPerSeat": 129, "currency": "CNY" } }, "selector": { "team": [ "mid", "large" ], "stack": [ "multi" ], "deploy": [ "xinchuang", "private" ], "budget": [ "unlimited" ], "priority": [ "security", "chinese" ] }, "depth": { "agentTier": { "score": 2, "text": "L1–L2 · 插件 Chat，Agent 浅" }, "multiFile": { "score": 2, "text": "单文件/小范围编辑" }, "terminalAgent": { "score": 1, "text": "无" }, "longContext": { "score": 3, "text": "星火模型" }, "repoIndex": { "score": 2, "text": "有限" }, "completionStack": { "score": 3, "text": "中文注释/文档好，代码中等" }, "refactor": { "score": 2, "text": "轻量重构" }, "testDoc": { "score": 3, "text": "文档/注释生成" }, "debugRead": { "score": 3, "text": "语音+文字读码特色" }, "designToCode": { "score": 2, "text": "弱" }, "trainingPolicy": { "score": 5, "text": "政务数据合规叙事强" }, "residency": { "score": 5, "text": "私有化/政务云成熟" }, "xinchuang": { "score": 5, "text": "麒麟/飞腾等适配清单全" }, "airGap": { "score": 4, "text": "内网部署案例多" }, "secScan": { "score": 4, "text": "政企安全要求对齐" }, "admin": { "score": 4, "text": "讯飞政企控制台" }, "ssoAudit": { "score": 5, "text": "政务审计与权限细" }, "ideMatrix": { "score": 3, "text": "VS Code 等插件" }, "devopsBind": { "score": 3, "text": "偏项目交付非互联网 DevOps" }, "procurement": { "score": 4, "text": "99 元/人/月，招采渠道成熟" } }, "officialUrl": "https://iflycode.xfyun.cn/" }, { "id": "codegeex", "name": "CodeGeeX", "vendor": "智谱AI", "categories": [ "domestic", "domestic_open", "on_premise" ], "productType": "IDE 插件", "models": "CodeGeeX 系列", "languages": "100+ 语言互译", "capabilities": "补全/翻译/本地部署", "chineseRating": "★★★★☆", "openSource": "是", "freeTier": "完全免费", "pricing": "开源免费", "pricingShort": "免费", "compliance": "可本地部署", "ecosystem": "开源社区", "scenario": "教育/开源/本地部署", "ratingTotal": 4.3, "review": { "pros": [ "完全免费", "可本地部署", "代码翻译" ], "cons": [ "Agent 能力弱于商业 IDE", "企业支持需自建" ], "bestFor": "预算有限 + 本地部署", "worstFor": "要最强 Agent", "deep": "采购视角：预算为零或必须本地推理时的默认答案。纵深在部署而非 Agent；需自建 GPU、网关与 SSO，适合有运维能力的科技部门，不适合「开箱 SaaS」诉求。" }, "pricingPlans": { "free": { "label": "完全免费", "monthlyPerSeat": 0, "currency": "CNY", "url": "https://codegeex.cn/" }, "pro": { "label": "Pro（无）", "monthlyPerSeat": 0, "currency": "CNY" }, "enterprise": { "label": "私有化", "monthlyPerSeat": 50, "currency": "CNY" } }, "selector": { "team": [ "solo", "small" ], "stack": [ "multi", "python" ], "deploy": [ "private", "cloud" ], "budget": [ "free" ], "priority": [ "chinese" ] }, "depth": { "agentTier": { "score": 2, "text": "L1 · 补全+Chat，无 Agent IDE" }, "multiFile": { "score": 2, "text": "弱多文件" }, "terminalAgent": { "score": 1, "text": "无" }, "longContext": { "score": 3, "text": "本地模型取决于 GPU" }, "repoIndex": { "score": 2, "text": "无商业全库索引" }, "completionStack": { "score": 4, "text": "多语言+代码翻译特色" }, "refactor": { "score": 3, "text": "基础重构" }, "testDoc": { "score": 3, "text": "教育/开源场景够用" }, "debugRead": { "score": 3, "text": "解释尚可" }, "designToCode": { "score": 1, "text": "无" }, "trainingPolicy": { "score": 5, "text": "自部署数据不出域" }, "residency": { "score": 5, "text": "完全本地/内网可部署" }, "xinchuang": { "score": 4, "text": "开源栈+国产 GPU 可搭" }, "airGap": { "score": 5, "text": "离线推理可行（需算力）" }, "secScan": { "score": 2, "text": "需自建安全工具链" }, "admin": { "score": 2, "text": "社区版无控制台，企业自建" }, "ssoAudit": { "score": 2, "text": "自建网关实现" }, "ideMatrix": { "score": 4, "text": "VS Code/JetBrains 插件" }, "devopsBind": { "score": 2, "text": "无云绑定，自由度高" }, "procurement": { "score": 5, "text": "开源免费，私有化仅算力+实施" } }, "officialUrl": "https://codegeex.cn/" }, { "id": "raccoon", "name": "代码小浣熊 Raccoon", "vendor": "商汤科技", "categories": [ "domestic", "domestic_open" ], "productType": "IDE 插件+平台", "models": "日日新", "languages": "多语言", "capabilities": "多模态代码理解", "chineseRating": "★★★★☆", "openSource": "否", "freeTier": "试用", "pricing": "企业定价", "pricingShort": "企业定价", "compliance": "国内合规", "ecosystem": "商汤", "scenario": "多模态与金融/视觉交叉场景", "ratingTotal": 4.0, "review": { "pros": [ "多模态理解", "国内份额第三叙事" ], "cons": [ "个人定价不透明" ], "bestFor": "商汤生态企业", "worstFor": "纯开源栈团队", "deep": "采购视角：商汤生态、多模态（视觉+代码）交叉场景可纳入短名单。通用 Agent 与渠道透明度弱于 Trae/灵码，建议 POC 验证后再招采。" }, "pricingPlans": { "free": { "label": "试用", "monthlyPerSeat": 0, "currency": "CNY" }, "pro": { "label": "专业（估）", "monthlyPerSeat": 79, "currency": "CNY" }, "enterprise": { "label": "企业", "monthlyPerSeat": 199, "currency": "CNY" } }, "selector": { "team": [ "mid" ], "stack": [ "multi" ], "deploy": [ "cloud" ], "budget": [ "mid", "unlimited" ], "priority": [ "accuracy" ] }, "depth": { "agentTier": { "score": 3, "text": "L2 · 多模态理解+任务" }, "multiFile": { "score": 3, "text": "中等跨文件" }, "terminalAgent": { "score": 2, "text": "弱" }, "longContext": { "score": 3, "text": "日日新模型" }, "repoIndex": { "score": 3, "text": "项目级" }, "completionStack": { "score": 3, "text": "多模态+代码交叉场景" }, "refactor": { "score": 3, "text": "常规" }, "testDoc": { "score": 2, "text": "一般" }, "debugRead": { "score": 4, "text": "视觉+代码联合理解" }, "designToCode": { "score": 3, "text": "多模态有一定 UI 理解" }, "trainingPolicy": { "score": 3, "text": "企业协议项目制" }, "residency": { "score": 3, "text": "商汤云/私有化可选" }, "xinchuang": { "score": 3, "text": "政企项目支持" }, "airGap": { "score": 3, "text": "私有化需谈" }, "secScan": { "score": 3, "text": "金融场景安全要求" }, "admin": { "score": 3, "text": "企业版管控" }, "ssoAudit": { "score": 3, "text": "中型企业够用" }, "ideMatrix": { "score": 3, "text": "插件+平台" }, "devopsBind": { "score": 3, "text": "商汤生态" }, "procurement": { "score": 3, "text": "企业定价不透明，渠道谈" } }, "officialUrl": "https://www.xiaohuanxiong.com/code/" }, { "id": "deepseek-coder", "name": "DeepSeek-Coder", "vendor": "DeepSeek", "categories": [ "domestic", "domestic_open", "on_premise" ], "productType": "开源模型（需集成）", "models": "DeepSeek-Coder MoE", "languages": "多语言", "capabilities": "补全/Chat（集成到 IDE）", "chineseRating": "★★★★☆", "openSource": "是", "freeTier": "自部署免费", "pricing": "API/自托管", "pricingShort": "自部署", "compliance": "数据不出内网（自部署）", "ecosystem": "开源/Continue 等", "scenario": "高安全科研/金融本地推理", "ratingTotal": 4.4, "review": { "pros": [ "开源可私有化", "代码能力强", "成本低" ], "cons": [ "需 GPU 与集成能力", "无开箱 IDE" ], "bestFor": "有运维能力的安全团队", "worstFor": "零运维 SaaS 偏好", "deep": "采购视角：安全团队要求代码不出域、又要有 Top 级代码推理时的模型层选择。不是 IDE 产品，实施费在集成（Continue/Ollama/网关）；适合与 MonkeyCode 等审计平台组合招标。" }, "pricingPlans": { "free": { "label": "自部署", "monthlyPerSeat": 0, "currency": "CNY", "url": "https://www.deepseek.com/" }, "pro": { "label": "API（估）", "monthlyPerSeat": 35, "currency": "CNY" }, "enterprise": { "label": "GPU 私有化", "monthlyPerSeat": 120, "currency": "CNY" } }, "selector": { "team": [ "small", "mid" ], "stack": [ "python", "multi" ], "deploy": [ "private" ], "budget": [ "free", "mid" ], "priority": [ "security", "accuracy" ] }, "depth": { "agentTier": { "score": 3, "text": "L2 · 取决于 Continue/自研 Agent 集成" }, "multiFile": { "score": 3, "text": "集成层决定，模型本身强推理" }, "terminalAgent": { "score": 3, "text": "可接 Claude Code 类终端（自建）" }, "longContext": { "score": 4, "text": "MoE 长上下文性价比好" }, "repoIndex": { "score": 4, "text": "可接 Cody/Continue 全库方案" }, "completionStack": { "score": 5, "text": "代码推理/算法题第一梯队" }, "refactor": { "score": 4, "text": "复杂逻辑重构强" }, "testDoc": { "score": 4, "text": "单测生成质量高" }, "debugRead": { "score": 5, "text": "读码与推理深度好" }, "designToCode": { "score": 1, "text": "纯模型无 F2C" }, "trainingPolicy": { "score": 5, "text": "自托管完全自控" }, "residency": { "score": 5, "text": "内网 GPU 部署" }, "xinchuang": { "score": 4, "text": "国产 GPU + 开源栈" }, "airGap": { "score": 5, "text": "可完全断网（自运维）" }, "secScan": { "score": 2, "text": "需外接 SAST/MonkeyCode 等" }, "admin": { "score": 2, "text": "无开箱控制台，API 网关自建" }, "ssoAudit": { "score": 2, "text": "自建" }, "ideMatrix": { "score": 3, "text": "通过 Continue/IDE 插件接入" }, "devopsBind": { "score": 2, "text": "不绑定云，灵活" }, "procurement": { "score": 4, "text": "API 低价/自部署仅算力，渠道可帮集成" } }, "officialUrl": "https://www.deepseek.com/" }, { "id": "codefuse", "name": "CodeFuse", "vendor": "蚂蚁集团", "categories": [ "domestic", "domestic_open" ], "productType": "IDE 插件", "models": "CodeFuse 代码模型", "languages": "Java 等", "capabilities": "补全/金融合规", "chineseRating": "★★★★☆", "openSource": "是（模型）", "freeTier": "开源组件", "pricing": "企业定制", "pricingShort": "开源+企业", "compliance": "金融级合规", "ecosystem": "蚂蚁/金融", "scenario": "金融科技合规开发", "ratingTotal": 4.1, "review": { "pros": [ "金融合规基因", "开源模型" ], "cons": [ "泛行业案例少" ], "bestFor": "金融科技团队", "worstFor": "非金融小团队", "deep": "采购视角：金融科技、内控与合规条款比功能列表更重要时纳入。泛行业 Daily 研发不如灵码/Trae，但在同业里有信任溢价。" }, "pricingPlans": { "free": { "label": "开源", "monthlyPerSeat": 0, "currency": "CNY" }, "pro": { "label": "云服务（估）", "monthlyPerSeat": 45, "currency": "CNY" }, "enterprise": { "label": "金融企业", "monthlyPerSeat": 180, "currency": "CNY" } }, "selector": { "team": [ "mid", "large" ], "stack": [ "java" ], "deploy": [ "private" ], "budget": [ "mid", "unlimited" ], "priority": [ "security" ] }, "depth": { "agentTier": { "score": 2, "text": "L1–L2 · 金融场景补全+Chat" }, "multiFile": { "score": 2, "text": "有限" }, "terminalAgent": { "score": 1, "text": "无" }, "longContext": { "score": 3, "text": "CodeFuse 模型" }, "repoIndex": { "score": 2, "text": "项目内" }, "completionStack": { "score": 4, "text": "Java/金融代码规范强" }, "refactor": { "score": 3, "text": "合规驱动重构" }, "testDoc": { "score": 4, "text": "金融测试模板" }, "debugRead": { "score": 3, "text": "业务代码解释" }, "designToCode": { "score": 1, "text": "无" }, "trainingPolicy": { "score": 5, "text": "金融级合规与隔离叙事" }, "residency": { "score": 4, "text": "私有化/专有云" }, "xinchuang": { "score": 4, "text": "金融机构信创项目" }, "airGap": { "score": 4, "text": "内网部署可行" }, "secScan": { "score": 4, "text": "合规扫描基因" }, "admin": { "score": 4, "text": "企业定制管控" }, "ssoAudit": { "score": 4, "text": "金融审计要求对齐" }, "ideMatrix": { "score": 3, "text": "IDE 插件" }, "devopsBind": { "score": 3, "text": "蚂蚁/金融 DevOps" }, "procurement": { "score": 3, "text": "企业定制为主，渠道项目制" } }, "officialUrl": "https://codefuse.ai/" }, { "id": "monkeycode", "name": "MonkeyCode", "vendor": "长亭科技", "categories": [ "domestic", "domestic_open", "on_premise" ], "productType": "完整平台", "models": "可对接多种", "languages": "多语言", "capabilities": "开发+安全审计/Git 工作流", "chineseRating": "★★★☆☆", "openSource": "AGPL-3.0", "freeTier": "开源版", "pricing": "企业版", "pricingShort": "开源+企业", "compliance": "安全审计一体化", "ecosystem": "Git/CI", "scenario": "安全左移 + 代码审计", "ratingTotal": 4.0, "review": { "pros": [ "安全审计内置", "Git 异步工作流" ], "cons": [ "AGPL 约束", "IDE 体验非核心" ], "bestFor": "安全合规优先的研发组织", "worstFor": "只要补全速度", "deep": "采购视角：「AI 写代码但必须可审计」的安全/研发负责人会感兴趣。AGPL 与 IDE 体验是阻力；适合与安全左移、Git 工作流一起写进 RFP，而非替代 Qoder CN 做全员补全。" }, "pricingPlans": { "free": { "label": "开源版", "monthlyPerSeat": 0, "currency": "CNY" }, "pro": { "label": "商业支持", "monthlyPerSeat": 60, "currency": "CNY" }, "enterprise": { "label": "企业+审计", "monthlyPerSeat": 150, "currency": "CNY" } }, "selector": { "team": [ "mid", "large" ], "stack": [ "multi" ], "deploy": [ "private" ], "budget": [ "mid" ], "priority": [ "security" ] }, "depth": { "agentTier": { "score": 3, "text": "L2 · Git 异步 Agent + 审计" }, "multiFile": { "score": 3, "text": "PR 级多文件变更" }, "terminalAgent": { "score": 2, "text": "平台型非 IDE 终端" }, "longContext": { "score": 3, "text": "取决于对接模型" }, "repoIndex": { "score": 4, "text": "Git 全仓工作流原生" }, "completionStack": { "score": 3, "text": "补全非核心，审计为核心" }, "refactor": { "score": 3, "text": "变更可审计地提交" }, "testDoc": { "score": 3, "text": "一般" }, "debugRead": { "score": 3, "text": "一般" }, "designToCode": { "score": 1, "text": "无" }, "trainingPolicy": { "score": 4, "text": "可内网对接模型，数据可控" }, "residency": { "score": 5, "text": "平台可私有化部署" }, "xinchuang": { "score": 4, "text": "安全合规组织适配" }, "airGap": { "score": 4, "text": "内网 Git + 模型" }, "secScan": { "score": 5, "text": "安全审计与代码审查一体" }, "admin": { "score": 4, "text": "Git 策略+审计控制台" }, "ssoAudit": { "score": 5, "text": "审计是产品核心" }, "ideMatrix": { "score": 2, "text": "平台优先，IDE 体验次要" }, "devopsBind": { "score": 5, "text": "Git/CI 原生集成" }, "procurement": { "score": 3, "text": "AGPL 开源+企业版，渠道实施" } }, "officialUrl": "https://monkeycode-ai.net/" }, { "id": "cursor", "name": "Cursor", "vendor": "Anysphere", "categories": [ "international", "international_ide" ], "productType": "AI 原生 IDE", "models": "GPT/Claude 等多模型", "languages": "多语言", "capabilities": "Composer/Agent 多文件", "chineseRating": "★★★☆☆", "openSource": "否", "freeTier": "2000 次/月", "pricing": "Pro $20/月", "pricingShort": "$20/月", "compliance": "SOC2 等", "ecosystem": "GitHub", "scenario": "Agent 能力与生态最成熟之一", "ratingTotal": 4.7, "review": { "pros": [ "Composer/Agent 强", "生态成熟" ], "cons": [ "中文弱于国产", "需稳定外网" ], "bestFor": "有外网的技术团队", "worstFor": "纯信创内网", "deep": "采购视角：Cursor 的 Agent/Background Agents 是最接近「派任务、等 PR」的形态，适合有外网、追求交付速度的团队。要提前想清楚三件事：只能用自家 IDE（无法覆盖 JetBrains 存量）、仅境外云（数据驻留与信创一律不满足）、企业版 SSO 与隐私模式需在合同里写死。国内政企建议只做海外项目试点。" }, "pricingPlans": { "free": { "label": "Hobby", "monthlyPerSeat": 0, "currency": "CNY" }, "pro": { "label": "Pro", "monthlyPerSeat": 20, "currency": "USD", "url": "https://cursor.com/" }, "enterprise": { "label": "Business", "monthlyPerSeat": 40, "currency": "USD" } }, "selector": { "team": [ "solo", "small", "mid" ], "stack": [ "frontend", "multi" ], "deploy": [ "cloud" ], "budget": [ "mid", "unlimited" ], "priority": [ "accuracy" ] }, "depth": { "agentTier": { "score": 5, "text": "L3 · Agent/Background Agents 可并行接任务并提 PR" }, "multiFile": { "score": 5, "text": "Composer 跨文件改仓是招牌能力" }, "terminalAgent": { "score": 4, "text": "cursor-agent CLI 可脚本化，弱于 Claude Code" }, "longContext": { "score": 4, "text": "大仓上下文稳，超长任务需分段" }, "repoIndex": { "score": 4, "text": "自建语义索引，全库检索可用" }, "completionStack": { "score": 4, "text": "多模型补全均衡，中文略逊国产" }, "refactor": { "score": 4, "text": "跨模块改名/迁移可批量，需人工 Review" }, "testDoc": { "score": 4, "text": "单测与文档生成质量高" }, "debugRead": { "score": 4, "text": "读码定位准，复杂并发需拆问" }, "designToCode": { "score": 3, "text": "支持截图转代码，深度一般" }, "trainingPolicy": { "score": 4, "text": "隐私/企业模式默认不训练，需在合同确认" }, "residency": { "score": 2, "text": "仅境外云，无中国区节点" }, "xinchuang": { "score": 1, "text": "无信创适配" }, "airGap": { "score": 1, "text": "必须联网，无离线版" }, "secScan": { "score": 2, "text": "无内置 SAST，靠插件与 CI" }, "admin": { "score": 4, "text": "Team 控制台含配额与模型策略" }, "ssoAudit": { "score": 4, "text": "SAML SSO + 审计日志（企业版）" }, "ideMatrix": { "score": 2, "text": "仅自家 IDE，不覆盖 VS Code/JetBrains" }, "devopsBind": { "score": 3, "text": "对接 GitHub/GitLab，无云厂商强绑定" }, "procurement": { "score": 2, "text": "无中国区渠道，需外币订阅" } }, "officialUrl": "https://cursor.com/" }, { "id": "copilot", "name": "GitHub Copilot", "vendor": "Microsoft/GitHub", "categories": [ "international", "international_plugin" ], "productType": "IDE 插件", "models": "OpenAI 等", "languages": "多语言", "capabilities": "补全/Chat/CLI", "chineseRating": "★★★☆☆", "openSource": "否", "freeTier": "有限", "pricing": "$10/月", "pricingShort": "$10/月", "compliance": "Enterprise 合规方案", "ecosystem": "GitHub 最全", "scenario": "GitHub 深度用户", "ratingTotal": 4.5, "review": { "pros": [ "生态最广", "补全快" ], "cons": [ "Agent 弱于 Cursor", "国内访问" ], "bestFor": "GitHub 中心化团队", "worstFor": "无法使用 GitHub 的环境", "deep": "采购视角：Copilot 是「全员补全 + GitHub 全链路」的稳妥选择，补全接受率与安全左移（Code Scanning/Autofix）仍是行业基线，IDE 覆盖最全。它的 Agent 自主度略逊 Cursor/Claude Code；如果团队已经用 GitHub Enterprise，边际采购成本最低，但要确认贵司用的是哪个数据驻留区。" }, "pricingPlans": { "free": { "label": "无免费", "monthlyPerSeat": 0, "currency": "CNY" }, "pro": { "label": "Pro", "monthlyPerSeat": 10, "currency": "USD", "url": "https://github.com/features/copilot" }, "enterprise": { "label": "Enterprise", "monthlyPerSeat": 19, "currency": "USD" } }, "selector": { "team": [ "small", "mid", "large" ], "stack": [ "multi" ], "deploy": [ "cloud" ], "budget": [ "mid" ], "priority": [ "ecosystem", "accuracy" ] }, "depth": { "agentTier": { "score": 4, "text": "L3 · Agent 模式可多文件任务，成熟度略逊 Cursor" }, "multiFile": { "score": 4, "text": "Agent 跨文件改，边界需 Review" }, "terminalAgent": { "score": 4, "text": "Copilot CLI 可终端执行" }, "longContext": { "score": 4, "text": "大仓上下文与 PR 摘要稳定" }, "repoIndex": { "score": 4, "text": "GitHub 仓库级索引与代码搜索" }, "completionStack": { "score": 5, "text": "补全速度与接受率仍是行业基线" }, "refactor": { "score": 4, "text": "批量改名/框架升级可做，依赖所选模型" }, "testDoc": { "score": 4, "text": "单测与 PR 描述生成成熟" }, "debugRead": { "score": 4, "text": "Explain / 根因定位可用" }, "designToCode": { "score": 3, "text": "Vision 截图转代码，非主打" }, "trainingPolicy": { "score": 4, "text": "Business/Enterprise 默认不训练代码" }, "residency": { "score": 3, "text": "GHEC 有数据驻留，无中国区" }, "xinchuang": { "score": 1, "text": "无信创" }, "airGap": { "score": 1, "text": "AI 能力必须连 GitHub 云" }, "secScan": { "score": 5, "text": "Code Scanning + Autofix，安全左移最完整" }, "admin": { "score": 5, "text": "组织级策略、席位与模型管控成熟" }, "ssoAudit": { "score": 5, "text": "SAML/SCIM + 审计日志" }, "ideMatrix": { "score": 5, "text": "VS Code/JetBrains/VS/Neovim 全覆盖" }, "devopsBind": { "score": 5, "text": "与 GitHub Actions/PR 一体化" }, "procurement": { "score": 3, "text": "可走微软/GitHub 渠道，国内需代理" } }, "officialUrl": "https://github.com/features/copilot" }, { "id": "claude-code", "name": "Claude Code", "vendor": "Anthropic", "categories": [ "international", "international_agent" ], "productType": "终端 Agent", "models": "Claude", "languages": "多语言", "capabilities": "复杂多步推理/长上下文", "chineseRating": "★★★☆☆", "openSource": "否", "freeTier": "无", "pricing": "约 $100–200/月 API", "pricingShort": "按量", "compliance": "企业 API 协议", "ecosystem": "终端/Git", "scenario": "复杂算法与长上下文任务", "ratingTotal": 4.6, "review": { "pros": [ "推理最强档", "长上下文稳定" ], "cons": [ "价格高", "需技术门槛" ], "bestFor": "资深工程师攻坚", "worstFor": "零基础业务人员", "deep": "采购视角：Claude Code 别当 IDE 买——它没有内联补全，价值在「终端里的资深工程师」：长上下文、多步执行、根因定位。适合攻坚型小团队或疑难缺陷池，按量计费要设预算上限。合规上走 Anthropic 直连或 Bedrock/Vertex 区域化，信创与内网直接排除。" }, "pricingPlans": { "free": { "label": "无", "monthlyPerSeat": 0, "currency": "CNY" }, "pro": { "label": "Claude Pro+API", "monthlyPerSeat": 140, "currency": "CNY", "url": "https://www.anthropic.com/claude-code" }, "enterprise": { "label": "重度 API", "monthlyPerSeat": 280, "currency": "CNY" } }, "selector": { "team": [ "solo", "small" ], "stack": [ "python", "multi" ], "deploy": [ "cloud", "private" ], "budget": [ "unlimited" ], "priority": [ "accuracy" ] }, "depth": { "agentTier": { "score": 5, "text": "L3 · 多步自主执行，工具调用最稳" }, "multiFile": { "score": 5, "text": "计划-执行-校验闭环，跨文件改动可靠" }, "terminalAgent": { "score": 5, "text": "终端为一等公民，脚本链与 CI 友好" }, "longContext": { "score": 5, "text": "百万级上下文，大仓读码不失忆" }, "repoIndex": { "score": 3, "text": "靠文件检索与 grep，非全库语义索引" }, "completionStack": { "score": 2, "text": "无 IDE 内联补全" }, "refactor": { "score": 4, "text": "跨模块重构可用，边界需人工确认" }, "testDoc": { "score": 4, "text": "测试生成与修复闭环好" }, "debugRead": { "score": 5, "text": "根因定位与栈追踪第一梯队" }, "designToCode": { "score": 1, "text": "非主打" }, "trainingPolicy": { "score": 4, "text": "商业条款默认不用于训练" }, "residency": { "score": 2, "text": "境外云为主，Bedrock/Vertex 可区域化" }, "xinchuang": { "score": 1, "text": "无信创" }, "airGap": { "score": 1, "text": "依赖云端模型" }, "secScan": { "score": 2, "text": "无专精扫描，靠 hook 与 CI" }, "admin": { "score": 4, "text": "企业版含用量与策略管理" }, "ssoAudit": { "score": 4, "text": "企业 SSO 与审计（经 Anthropic/Bedrock）" }, "ideMatrix": { "score": 4, "text": "VS Code / JetBrains 扩展 + 终端" }, "devopsBind": { "score": 4, "text": "Git/PR 与 CI 集成好" }, "procurement": { "score": 2, "text": "按量计费，无国内渠道" } }, "officialUrl": "https://www.anthropic.com/claude-code" }, { "id": "openai-codex", "name": "OpenAI Codex", "vendor": "OpenAI", "categories": [ "international", "international_agent" ], "productType": "云端 Agent+CLI", "models": "GPT-5.4-Codex", "languages": "多语言", "capabilities": "云端并行/PR 提交", "chineseRating": "★★★☆☆", "openSource": "否", "freeTier": "ChatGPT Free 含部分", "pricing": "Pro $200/月 等", "pricingShort": "订阅+Credits", "compliance": "OpenAI 企业条款", "ecosystem": "OpenAI/GitHub", "scenario": "云端多任务 Agent", "ratingTotal": 4.5, "review": { "pros": [ "SWE-Bench 第一梯队", "多任务并行" ], "cons": [ "国内访问与合规", "成本波动" ], "bestFor": "海外团队/跨国研发", "worstFor": "信创内网-only", "deep": "采购视角：Codex 的核心是「云端并行派活 + 自动提 PR」，适合任务可拆分、Review 规范成熟的团队。它不提供 IDE 补全，因此通常与 Copilot/Cursor 组合使用；Credits 计费波动大，采购前先跑一个月的真实 token 曲线再谈年度预算。" }, "pricingPlans": { "free": { "label": "ChatGPT Free 含部分", "monthlyPerSeat": 0, "currency": "CNY" }, "pro": { "label": "Plus/Pro", "monthlyPerSeat": 144, "currency": "CNY", "url": "https://openai.com/codex/" }, "enterprise": { "label": "Team/Enterprise", "monthlyPerSeat": 360, "currency": "CNY" } }, "selector": { "team": [ "small", "mid" ], "stack": [ "multi" ], "deploy": [ "cloud" ], "budget": [ "unlimited" ], "priority": [ "accuracy" ] }, "depth": { "agentTier": { "score": 5, "text": "L3 · 云端并行多任务并提交 PR" }, "multiFile": { "score": 5, "text": "云端沙箱内多文件改动" }, "terminalAgent": { "score": 5, "text": "Codex CLI 终端原生" }, "longContext": { "score": 4, "text": "长上下文够用，超大仓需拆分" }, "repoIndex": { "score": 3, "text": "任务级仓库索引，非全库语义" }, "completionStack": { "score": 2, "text": "不做 IDE 补全" }, "refactor": { "score": 4, "text": "批量重构可交给云端任务" }, "testDoc": { "score": 4, "text": "自动跑测试并补用例" }, "debugRead": { "score": 4, "text": "读码与修复可用" }, "designToCode": { "score": 1, "text": "非主打" }, "trainingPolicy": { "score": 3, "text": "企业默认不训练，需核实套餐差异" }, "residency": { "score": 2, "text": "境外云" }, "xinchuang": { "score": 1, "text": "无信创" }, "airGap": { "score": 1, "text": "必须联网" }, "secScan": { "score": 2, "text": "无内置 SAST" }, "admin": { "score": 4, "text": "Teams/Enterprise 用量与策略" }, "ssoAudit": { "score": 4, "text": "SSO + 审计" }, "ideMatrix": { "score": 3, "text": "IDE 扩展 + CLI + 云端" }, "devopsBind": { "score": 4, "text": "GitHub PR 流程顺" }, "procurement": { "score": 2, "text": "订阅 + Credits，成本波动" } }, "officialUrl": "https://openai.com/codex/" }, { "id": "devin-desktop", "name": "Devin Desktop（原 Windsurf）", "vendor": "Cognition", "categories": [ "international", "international_ide" ], "productType": "AI 原生 IDE + Agent 看板", "models": "多模型 · Devin Local（原 Cascade）", "languages": "多语言", "capabilities": "Agent Command Center / Spaces / ACP 第三方 Agent", "chineseRating": "★★★☆☆", "openSource": "否", "freeTier": "有限免费", "pricing": "Pro $15/月起", "pricingShort": "$15/月", "compliance": "企业版可选（需确认更名后条款）", "ecosystem": "VS Code 系/GitHub/Cognition", "scenario": "多 Agent 会话统一调度 + 全栈 IDE", "ratingTotal": 4.4, "review": { "pros": [ "Agent Command Center 看板统一管多会话", "Windsurf 编辑体验与扩展全保留", "云端 Devin 能力下放到桌面" ], "cons": [ "2026-06 更名后产品线仍在整合，企业条款待观察", "国内访问不稳定" ], "bestFor": "已在用 Windsurf/Devin 的海外团队", "worstFor": "纯内网信创", "deep": "采购视角：Windsurf 更名 Devin Desktop 后，把云端 Devin 的 Agent 能力下放到桌面，并用 Agent Command Center 统一管多会话。对已付费 Windsurf 的团队是平滑升级；但要确认更名后的计费与数据条款变化，以及国内访问的持续可用性。" }, "pricingPlans": { "free": { "label": "Free", "monthlyPerSeat": 0, "currency": "CNY" }, "pro": { "label": "Pro", "monthlyPerSeat": 15, "currency": "USD", "url": "https://app.devin.ai/pricing" }, "enterprise": { "label": "Enterprise", "monthlyPerSeat": 35, "currency": "USD" } }, "selector": { "team": [ "solo", "small", "mid" ], "stack": [ "frontend", "multi" ], "deploy": [ "cloud" ], "budget": [ "mid", "unlimited" ], "priority": [ "accuracy" ] }, "depth": { "agentTier": { "score": 5, "text": "Devin 云 Agent + 桌面看板" }, "multiFile": { "score": 5, "text": "端到端多会话" }, "terminalAgent": { "score": 4, "text": "终端执行可用" }, "longContext": { "score": 4, "text": "上下文够用" }, "repoIndex": { "score": 4, "text": "索引延续 Windsurf" }, "completionStack": { "score": 4, "text": "补全体验成熟" }, "refactor": { "score": 4, "text": "跨文件重构" }, "testDoc": { "score": 4, "text": "可跑测试" }, "debugRead": { "score": 4, "text": "读码解释好" }, "designToCode": { "score": 3, "text": "前端预览迭代强" }, "trainingPolicy": { "score": 2, "text": "需确认训练条款" }, "residency": { "score": 2, "text": "境外云" }, "xinchuang": { "score": 1, "text": "无信创" }, "airGap": { "score": 1, "text": "必须联网" }, "secScan": { "score": 2, "text": "无 SAST" }, "admin": { "score": 3, "text": "企业版管控" }, "ssoAudit": { "score": 3, "text": "企业 SSO" }, "ideMatrix": { "score": 5, "text": "AI 原生 IDE" }, "devopsBind": { "score": 3, "text": "GitHub/PR 为主" }, "procurement": { "score": 2, "text": "无国内渠道" } }, "officialUrl": "https://app.devin.ai/" }, { "id": "jetbrains-ai", "name": "JetBrains AI Assistant", "vendor": "JetBrains", "categories": [ "international", "international_plugin" ], "productType": "IDE 内置插件", "models": "OpenAI/Anthropic/本地", "languages": "JVM/多语言", "capabilities": "补全/Chat/本地模型", "chineseRating": "★★★☆☆", "openSource": "否", "freeTier": "试用", "pricing": "约 $8–15/月", "pricingShort": "$8起/月", "compliance": "可本地模型", "ecosystem": "IntelliJ 全系", "scenario": "Java/Kotlin 重度 IDE 用户", "ratingTotal": 4.3, "review": { "pros": [ "与 JetBrains IDE 深度集成", "可接本地模型" ], "cons": [ "Agent 弱于 Cursor", "按 IDE 订阅叠加" ], "bestFor": "IntelliJ 为主的后端团队", "worstFor": "只用 VS Code 的团队", "deep": "采购视角：JetBrains AI 的正确位置是「Fleet/IntelliJ 存量团队的补全与重构加速」，IDE 原生重构能力无人能替，且可接本地模型做半离线。Agent 自主度明显弱于新一代 IDE；若团队主力是 VS Code，不要为了统一而买它。" }, "pricingPlans": { "free": { "label": "试用", "monthlyPerSeat": 0, "currency": "CNY" }, "pro": { "label": "AI Pro", "monthlyPerSeat": 10, "currency": "USD", "url": "https://www.jetbrains.com/ai/" }, "enterprise": { "label": "Enterprise", "monthlyPerSeat": 25, "currency": "USD" } }, "selector": { "team": [ "small", "mid" ], "stack": [ "java", "go" ], "deploy": [ "cloud", "private" ], "budget": [ "mid" ], "priority": [ "ecosystem", "accuracy" ] }, "depth": { "agentTier": { "score": 3, "text": "L2+ · Junie 可接任务，自主度中等" }, "multiFile": { "score": 3, "text": "Junie 跨文件改动可用" }, "terminalAgent": { "score": 2, "text": "无终端 Agent" }, "longContext": { "score": 3, "text": "IDE 索引注入上下文，长任务需拆分" }, "repoIndex": { "score": 4, "text": "IDE 符号索引最精确" }, "completionStack": { "score": 3, "text": "补全偏 JVM，接受率中等" }, "refactor": { "score": 5, "text": "IDE 原生重构 + AI，跨模块改名最稳" }, "testDoc": { "score": 3, "text": "测试生成基础可用" }, "debugRead": { "score": 3, "text": "栈追踪与解释可用" }, "designToCode": { "score": 1, "text": "非主打" }, "trainingPolicy": { "score": 4, "text": "默认不训练代码，可关遥测" }, "residency": { "score": 3, "text": "可接本地模型（Ollama/LM Studio）" }, "xinchuang": { "score": 2, "text": "IDE 可跑国产 OS，模型需自备" }, "airGap": { "score": 3, "text": "本地模型可离线，云端功能不可用" }, "secScan": { "score": 4, "text": "Inspections/Qodana 静态检查成熟" }, "admin": { "score": 4, "text": "企业管理与席位" }, "ssoAudit": { "score": 5, "text": "JetBrains Hub/SSO 与审计" }, "ideMatrix": { "score": 2, "text": "仅 JetBrains 系 IDE" }, "devopsBind": { "score": 3, "text": "TeamCity/Space 联动" }, "procurement": { "score": 3, "text": "IDE 订阅叠加，渠道可采" } }, "officialUrl": "https://www.jetbrains.com/ai/" }, { "id": "amazon-q", "name": "Amazon Q Developer", "vendor": "AWS", "categories": [ "international", "international_plugin" ], "productType": "IDE 插件 + CLI", "models": "Amazon 自研 + 第三方", "languages": "多语言", "capabilities": "代码转换/安全扫描/Agent", "chineseRating": "★★☆☆☆", "openSource": "否", "freeTier": "Free tier 有限", "pricing": "Pro $19/月", "pricingShort": "$19/月", "compliance": "AWS 合规", "ecosystem": "AWS/CodeCatalyst", "scenario": "迁移 Kiro 前的过渡与 AWS 存量项目", "ratingTotal": 4.2, "review": { "pros": [ "Java/.NET 迁移助手", "AWS 文档上下文" ], "cons": [ "中文弱", "绑定 AWS 生态", "IDE 插件与付费订阅 2027-04-30 结束支持，AWS 由 Kiro 接替" ], "bestFor": "AWS 中心化研发", "worstFor": "非 AWS 纯国内 SaaS", "deep": "采购视角：Amazon Q Developer 强在 Java/.NET 版本迁移、安全扫描与 AWS 一体化管控，但 AWS 已明确 IDE 插件与付费订阅走向结束支持、由 Kiro 接替。采购策略应是「存量迁移项目继续用 Q，新增试点直接上 Kiro」，避免把新预算压在过渡产品上。" }, "pricingPlans": { "free": { "label": "Free tier", "monthlyPerSeat": 0, "currency": "CNY" }, "pro": { "label": "Pro", "monthlyPerSeat": 19, "currency": "USD", "url": "https://aws.amazon.com/q/developer/" }, "enterprise": { "label": "Enterprise", "monthlyPerSeat": 45, "currency": "USD" } }, "selector": { "team": [ "mid", "large" ], "stack": [ "java", "multi" ], "deploy": [ "cloud" ], "budget": [ "mid", "unlimited" ], "priority": [ "ecosystem", "security" ] }, "depth": { "agentTier": { "score": 4, "text": "L3 · Agent 可改仓，随 Kiro 接替逐步收敛" }, "multiFile": { "score": 4, "text": "跨文件改造/迁移可用" }, "terminalAgent": { "score": 4, "text": "Q Developer CLI 可用" }, "longContext": { "score": 3, "text": "上下文中等" }, "repoIndex": { "score": 4, "text": "工作区索引 + AWS 文档上下文" }, "completionStack": { "score": 3, "text": "补全可用，中文弱" }, "refactor": { "score": 4, "text": "Java/.NET 版本升级转换是强项" }, "testDoc": { "score": 3, "text": "单测生成基础" }, "debugRead": { "score": 3, "text": "排错与文档解释可用" }, "designToCode": { "score": 1, "text": "非主打" }, "trainingPolicy": { "score": 4, "text": "默认不训练客户代码" }, "residency": { "score": 3, "text": "AWS 区域可选，无中国区" }, "xinchuang": { "score": 1, "text": "无信创" }, "airGap": { "score": 1, "text": "需连 AWS" }, "secScan": { "score": 5, "text": "安全扫描与一键修复最完整之一" }, "admin": { "score": 5, "text": "IAM/Organizations 统一管控" }, "ssoAudit": { "score": 5, "text": "IAM Identity Center + CloudTrail" }, "ideMatrix": { "score": 4, "text": "VS Code/JetBrains/CLI" }, "devopsBind": { "score": 5, "text": "CodeCatalyst/CodePipeline 深度绑定" }, "procurement": { "score": 3, "text": "AWS 合约与渠道" } }, "officialUrl": "https://aws.amazon.com/q/developer/" }, { "id": "cody", "name": "Sourcegraph Cody", "vendor": "Sourcegraph", "categories": [ "international", "international_plugin", "on_premise" ], "productType": "IDE 插件", "models": "Claude/GPT 等", "languages": "多语言", "capabilities": "全库上下文/代码搜索", "chineseRating": "★★★☆☆", "openSource": "部分开源", "freeTier": "有限", "pricing": "Pro $9/月", "pricingShort": "$9/月", "compliance": "企业可私有化", "ecosystem": "Git/Monorepo", "scenario": "大型代码库问答与重构", "ratingTotal": 4.2, "review": { "pros": [ "代码库级上下文", "可企业自托管" ], "cons": [ "需 Sourcegraph 栈", "Agent 体验一般" ], "bestFor": "Monorepo 与大仓团队", "worstFor": "小仓库个人开发者", "deep": "采购视角：Cody 的护城河是全库语义索引与自托管，适合百万行 Monorepo 且要求代码不出内网的团队。Agent 能力弱于新一代工具，定位是「跨仓问答与定位层」；选择它基本等于选择 Sourcegraph 平台，需评估其许可与运维成本。" }, "pricingPlans": { "free": { "label": "Free", "monthlyPerSeat": 0, "currency": "CNY" }, "pro": { "label": "Pro", "monthlyPerSeat": 9, "currency": "USD", "url": "https://sourcegraph.com/cody" }, "enterprise": { "label": "Enterprise 私有化", "monthlyPerSeat": 120, "currency": "CNY" } }, "selector": { "team": [ "mid", "large" ], "stack": [ "multi" ], "deploy": [ "cloud", "private" ], "budget": [ "mid" ], "priority": [ "accuracy", "security" ] }, "depth": { "agentTier": { "score": 3, "text": "L2+ · Agent 能力一般，偏问答与编辑" }, "multiFile": { "score": 3, "text": "跨文件编辑可用但不强" }, "terminalAgent": { "score": 2, "text": "无终端 Agent" }, "longContext": { "score": 4, "text": "全库检索补齐上下文" }, "repoIndex": { "score": 5, "text": "全库语义索引是其护城河" }, "completionStack": { "score": 3, "text": "补全中规中矩" }, "refactor": { "score": 3, "text": "跨仓重构靠检索辅助" }, "testDoc": { "score": 3, "text": "测试生成基础" }, "debugRead": { "score": 5, "text": "跨仓定位与解释很强" }, "designToCode": { "score": 1, "text": "非主打" }, "trainingPolicy": { "score": 5, "text": "可零留存、不训练" }, "residency": { "score": 4, "text": "支持自托管，数据不出内网" }, "xinchuang": { "score": 3, "text": "自托管可跑在国产化环境，模型需自备" }, "airGap": { "score": 4, "text": "自托管内网可用" }, "secScan": { "score": 3, "text": "代码搜索可辅助审计" }, "admin": { "score": 4, "text": "企业管理与配额" }, "ssoAudit": { "score": 5, "text": "企业 SSO 与审计完善" }, "ideMatrix": { "score": 4, "text": "VS Code/JetBrains/Web" }, "devopsBind": { "score": 3, "text": "Git 平台集成" }, "procurement": { "score": 3, "text": "企业订阅 + 自托管" } }, "officialUrl": "https://sourcegraph.com/cody" }, { "id": "continue", "name": "Continue", "vendor": "Continue Dev", "categories": [ "international", "international_plugin", "on_premise" ], "productType": "IDE 插件（开源）", "models": "任意 OpenAI 兼容/本地", "languages": "多语言", "capabilities": "Chat/补全/自定义 Agent", "chineseRating": "★★★☆☆", "openSource": "是", "freeTier": "开源免费", "pricing": "自接 API/本地", "pricingShort": "开源", "compliance": "数据走自建端点", "ecosystem": "VS Code/JetBrains", "scenario": "内网接 DeepSeek/Ollama 等", "ratingTotal": 4.3, "review": { "pros": [ "完全可控模型路由", "开源可改" ], "cons": [ "需自己运维模型", "UX 不如商业 IDE" ], "bestFor": "有 GPU 与 API 网关的团队", "worstFor": "零配置 SaaS 偏好", "deep": "采购视角：Continue 是「开源 + BYOK + 本地模型」路线里落地最轻的选择，内网可完全离线运行、数据不出机房，配合国产模型可满足较严的合规要求。代价是没有企业控制台与 SSO，需要自己补一层网关与配额管理；适合有平台工程能力的团队。" }, "pricingPlans": { "free": { "label": "开源", "monthlyPerSeat": 0, "currency": "CNY", "url": "https://continue.dev/" }, "pro": { "label": "自接 API（估）", "monthlyPerSeat": 30, "currency": "CNY" }, "enterprise": { "label": "内网 GPU", "monthlyPerSeat": 80, "currency": "CNY" } }, "selector": { "team": [ "solo", "small", "mid" ], "stack": [ "multi", "python" ], "deploy": [ "private" ], "budget": [ "free", "mid" ], "priority": [ "security", "accuracy" ] }, "depth": { "agentTier": { "score": 3, "text": "L2+ · Agent 模式可执行，配置成本高" }, "multiFile": { "score": 3, "text": "多文件改动可用" }, "terminalAgent": { "score": 3, "text": "可配终端工具调用" }, "longContext": { "score": 3, "text": "取决于所选模型" }, "repoIndex": { "score": 3, "text": "本地索引 + @codebase 可选" }, "completionStack": { "score": 3, "text": "可配任意模型补全" }, "refactor": { "score": 3, "text": "批量改动可用" }, "testDoc": { "score": 3, "text": "测试生成可用" }, "debugRead": { "score": 3, "text": "读码可用" }, "designToCode": { "score": 1, "text": "非主打" }, "trainingPolicy": { "score": 5, "text": "BYOK，代码不经厂商" }, "residency": { "score": 5, "text": "完全本地/内网" }, "xinchuang": { "score": 4, "text": "可接国产模型跑在信创环境" }, "airGap": { "score": 5, "text": "本地模型可完全离线" }, "secScan": { "score": 1, "text": "无扫描" }, "admin": { "score": 2, "text": "无企业控制台" }, "ssoAudit": { "score": 1, "text": "无 SSO" }, "ideMatrix": { "score": 4, "text": "VS Code + JetBrains" }, "devopsBind": { "score": 2, "text": "无绑定" }, "procurement": { "score": 5, "text": "开源免费，只付模型成本" } }, "officialUrl": "https://continue.dev/" }, { "id": "replit-agent", "name": "Replit Agent", "vendor": "Replit", "categories": [ "international", "international_ide" ], "productType": "云端 IDE + Agent", "models": "Replit 托管", "languages": "多语言", "capabilities": "自然语言生成全栈/部署", "chineseRating": "★★☆☆☆", "openSource": "否", "freeTier": "有限", "pricing": "Core $25/月", "pricingShort": "$25/月", "compliance": "美国云端", "ecosystem": "Replit 托管", "scenario": "教学/原型/MVP 极速上线", "ratingTotal": 4.0, "review": { "pros": [ "端到端部署快", "适合教学" ], "cons": [ "企业合规弱", "中文支持少" ], "bestFor": "黑客松/教学/小 MVP", "worstFor": "政企生产核心系统", "deep": "采购视角：Replit Agent 面向「从想法到可访问应用」的场景，浏览器内建站、部署一条龙，适合业务侧自助原型与教学演示。它不适合承接企业存量代码库（无 IDE 插件、索引弱、必须联网），按 effort 计费也需设团队额度上限。" }, "pricingPlans": { "free": { "label": "Starter", "monthlyPerSeat": 0, "currency": "CNY" }, "pro": { "label": "Core", "monthlyPerSeat": 25, "currency": "USD", "url": "https://replit.com/" }, "enterprise": { "label": "Teams", "monthlyPerSeat": 40, "currency": "USD" } }, "selector": { "team": [ "solo", "small" ], "stack": [ "frontend", "multi" ], "deploy": [ "cloud" ], "budget": [ "mid" ], "priority": [ "design" ] }, "depth": { "agentTier": { "score": 4, "text": "L3 · 浏览器内端到端建应用" }, "multiFile": { "score": 4, "text": "整项目生成与改动" }, "terminalAgent": { "score": 4, "text": "内置 Shell 与包管理" }, "longContext": { "score": 3, "text": "上下文中等，大项目需拆分" }, "repoIndex": { "score": 3, "text": "项目级索引" }, "completionStack": { "score": 2, "text": "补全非强项" }, "refactor": { "score": 3, "text": "重构可用" }, "testDoc": { "score": 3, "text": "自动跑测试" }, "debugRead": { "score": 3, "text": "报错解释可用" }, "designToCode": { "score": 3, "text": "截图起站，UI 骨架快" }, "trainingPolicy": { "score": 3, "text": "需确认公开项目训练条款" }, "residency": { "score": 2, "text": "境外云" }, "xinchuang": { "score": 1, "text": "无信创" }, "airGap": { "score": 1, "text": "必须联网" }, "secScan": { "score": 2, "text": "基础依赖扫描" }, "admin": { "score": 3, "text": "Teams 席位管理" }, "ssoAudit": { "score": 4, "text": "Enterprise SSO" }, "ideMatrix": { "score": 1, "text": "仅浏览器 IDE" }, "devopsBind": { "score": 5, "text": "内置部署与托管" }, "procurement": { "score": 4, "text": "自助订阅，按 effort 计费" } }, "officialUrl": "https://replit.com/" }, { "id": "kimi-code", "officialUrl": "https://code.kimi.com/", "name": "Kimi Code", "vendor": "月之暗面", "categories": [ "domestic", "domestic_big" ], "productType": "CLI + IDE 插件 + 桌面端", "models": "Kimi K3 系列", "languages": "多语言", "capabilities": "Plan/Goal/Sub-agents/Swarm 多 Agent 工作流", "chineseRating": "★★★★★", "openSource": "CLI 部分开源", "freeTier": "试用额度", "pricing": "Kimi Code 订阅制（估 99 元/月起）", "pricingShort": "订阅制", "compliance": "国内合规", "ecosystem": "Kimi/开源 CLI", "scenario": "长上下文攻坚与多 Agent 并行开发", "ratingTotal": 4.5, "review": { "pros": [ "K3 底座长上下文强", "Swarm 多 Agent 并行", "CLI/插件/桌面端齐备" ], "cons": [ "企业控制台偏新", "订阅额度按 Token 折算需测算" ], "bestFor": "要长上下文 + 多 Agent 的研发团队", "worstFor": "纯信创离线内网", "deep": "采购视角：Kimi Code 的卖点是「长上下文 + Swarm 多 Agent 并行」，适合需要同时推进多个改造任务的中小团队。要注意订阅额度按 Token 折算，先在 2–3 个真实需求上跑通再评估人均成本；企业侧控制台仍比阿里/腾讯薄，若要求集中配额与审计，建议与 CodeBuddy/Qoder CN 对比后再定。" }, "pricingPlans": { "free": { "label": "试用额度", "monthlyPerSeat": 0, "currency": "CNY" }, "pro": { "label": "Coding Plan（估）", "monthlyPerSeat": 99, "currency": "CNY", "url": "https://code.kimi.com/" }, "enterprise": { "label": "企业（估）", "monthlyPerSeat": 300, "currency": "CNY" } }, "selector": { "team": [ "solo", "small", "mid" ], "stack": [ "python", "multi" ], "deploy": [ "cloud" ], "budget": [ "mid", "unlimited" ], "priority": [ "chinese", "accuracy" ] }, "depth": { "agentTier": { "score": 4, "text": "Plan/Goal + Sub-agents 编排，Swarm 可并行" }, "multiFile": { "score": 4, "text": "子智能体分工改多文件" }, "terminalAgent": { "score": 5, "text": "CLI 为一等公民，订阅即用" }, "longContext": { "score": 5, "text": "长上下文是 Kimi 传统强项" }, "repoIndex": { "score": 3, "text": "仓内检索为主，非全库语义索引" }, "completionStack": { "score": 4, "text": "Python/前端强，Java 略逊专精" }, "refactor": { "score": 4, "text": "可批量改并自检" }, "testDoc": { "score": 4, "text": "生成单测与注释较稳" }, "debugRead": { "score": 5, "text": "读大文件与长栈排错强" }, "designToCode": { "score": 2, "text": "非主打" }, "trainingPolicy": { "score": 3, "text": "云端订阅，需确认训练与留存条款" }, "residency": { "score": 2, "text": "默认云端，私有化信息少" }, "xinchuang": { "score": 2, "text": "非信创主推" }, "airGap": { "score": 1, "text": "依赖云端模型" }, "secScan": { "score": 2, "text": "无专精 SAST" }, "admin": { "score": 3, "text": "团队版在完善" }, "ssoAudit": { "score": 2, "text": "SSO/审计待补" }, "ideMatrix": { "score": 4, "text": "CLI + 插件 + 桌面端" }, "devopsBind": { "score": 3, "text": "以 Git 为主，无云厂商强绑定" }, "procurement": { "score": 3, "text": "官网订阅为主" } } }, { "id": "zcode", "officialUrl": "https://z.ai/", "name": "ZCode", "vendor": "智谱 Z.ai", "categories": [ "domestic", "domestic_big" ], "productType": "桌面 IDE + Web + CLI", "models": "GLM-5.3", "languages": "多语言", "capabilities": "官方 Agent 工作台/多文件任务", "chineseRating": "★★★★★", "openSource": "是（2026-09-21 起 Apache 2.0）", "freeTier": "GLM Coding Plan 含额度", "pricing": "GLM Coding Plan（估 20 元/月起）", "pricingShort": "Coding Plan", "compliance": "国内合规", "ecosystem": "智谱 GLM/开源", "scenario": "GLM 体系一体化与开源兜底", "ratingTotal": 4.3, "review": { "pros": [ "GLM 中文与工具调用稳", "已开源可审计", "IDE/Web/CLI 三端统一" ], "cons": [ "2026-09 代码上传事件后需核实遥测开关", "企业侧案例仍在积累" ], "bestFor": "认可 GLM 栈、需要开源兜底的团队", "worstFor": "要求成熟企业审计体系", "deep": "采购视角：ZCode 已是 Apache 2.0 开源，可自行审计遥测与上传行为——这正是它 2026-09 代码上传事件后最有说服力的整改路径。选它等于押注 GLM 体系；若团队已有 GLM API 预算，边际成本低，但要提前确认企业版的日志留存与开关策略。" }, "pricingPlans": { "free": { "label": "含额度", "monthlyPerSeat": 0, "currency": "CNY" }, "pro": { "label": "GLM Coding Plan（估）", "monthlyPerSeat": 20, "currency": "CNY", "url": "https://z.ai/" }, "enterprise": { "label": "企业（估）", "monthlyPerSeat": 150, "currency": "CNY" } }, "selector": { "team": [ "solo", "small", "mid" ], "stack": [ "multi" ], "deploy": [ "cloud", "private" ], "budget": [ "free", "mid" ], "priority": [ "chinese" ] }, "depth": { "agentTier": { "score": 4, "text": "官方 Agent 工作台，任务可拆解" }, "multiFile": { "score": 4, "text": "桌面端跨文件改" }, "terminalAgent": { "score": 4, "text": "内置 CLI 子命令" }, "longContext": { "score": 4, "text": "GLM-5.3 上下文够用" }, "repoIndex": { "score": 3, "text": "项目级上下文" }, "completionStack": { "score": 4, "text": "GLM 中文补全稳" }, "refactor": { "score": 4, "text": "批量改名/升级可用" }, "testDoc": { "score": 4, "text": "单测与注释可用" }, "debugRead": { "score": 4, "text": "GLM 读码解释清晰" }, "designToCode": { "score": 3, "text": "可生成页面骨架" }, "trainingPolicy": { "score": 3, "text": "2026-09 事件后需核实遥测开关" }, "residency": { "score": 3, "text": "国内云为主，可谈私有化" }, "xinchuang": { "score": 3, "text": "随 GLM 信创适配" }, "airGap": { "score": 2, "text": "本地 GLM 可离线但门槛高" }, "secScan": { "score": 2, "text": "无专精 SAST" }, "admin": { "score": 3, "text": "企业管理在补" }, "ssoAudit": { "score": 2, "text": "SSO 支持有限" }, "ideMatrix": { "score": 5, "text": "桌面 IDE + Web + CLI" }, "devopsBind": { "score": 2, "text": "未与云 CI 绑定" }, "procurement": { "score": 3, "text": "Coding Plan 直采" } } }, { "id": "joycode", "officialUrl": "https://joycode.jd.com/", "name": "JoyCode", "vendor": "京东云", "categories": [ "domestic", "domestic_big" ], "productType": "AI IDE + 插件", "models": "GLM / DeepSeek / Kimi 可切换", "languages": "多语言", "capabilities": "仓库上下文/规约编程/MCP/云端部署", "chineseRating": "★★★★☆", "openSource": "否", "freeTier": "团队版限时免费", "pricing": "企业版按席位（估 200 元/月）", "pricingShort": "团队限免", "compliance": "国内合规", "ecosystem": "京东云", "scenario": "企业级复杂任务与多模型切换", "ratingTotal": 4.1, "review": { "pros": [ "规约编程适合中大型项目", "多模型可切换", "与京东云部署打通" ], "cons": [ "生态与社区弱于大厂头部", "个人版能力受限" ], "bestFor": "京东云客户与多模型策略团队", "worstFor": "要求成熟插件生态的个人", "deep": "采购视角：JoyCode 的差异点是「规约编程 + 仓库上下文 + 多模型切换」，适合中大型企业项目的规范化交付；团队版限时免费可先做 POC。它的短板在生态与社区规模，个人开发者的补全体验不如 Trae/通义灵码，建议只在有明确 JD 云依赖时优先。" }, "pricingPlans": { "free": { "label": "团队版限时免费", "monthlyPerSeat": 0, "currency": "CNY" }, "pro": { "label": "个人版", "monthlyPerSeat": 0, "currency": "CNY", "url": "https://joycode.jd.com/" }, "enterprise": { "label": "企业（估）", "monthlyPerSeat": 200, "currency": "CNY" } }, "selector": { "team": [ "mid", "large" ], "stack": [ "multi" ], "deploy": [ "cloud" ], "budget": [ "mid" ], "priority": [ "ecosystem", "accuracy" ] }, "depth": { "agentTier": { "score": 4, "text": "面向企业复杂任务，可拆需求" }, "multiFile": { "score": 4, "text": "仓库级多文件改动" }, "terminalAgent": { "score": 2, "text": "以 IDE 为主" }, "longContext": { "score": 4, "text": "仓库上下文注入" }, "repoIndex": { "score": 4, "text": "仓库上下文 + 规约约束" }, "completionStack": { "score": 3, "text": "多模型切换补全" }, "refactor": { "score": 3, "text": "规约下重构可控" }, "testDoc": { "score": 3, "text": "基础单测" }, "debugRead": { "score": 3, "text": "读码可用" }, "designToCode": { "score": 2, "text": "非主打" }, "trainingPolicy": { "score": 3, "text": "企业协议需逐条确认" }, "residency": { "score": 3, "text": "京东云境内节点" }, "xinchuang": { "score": 3, "text": "随京东云信创方案" }, "airGap": { "score": 2, "text": "需连云服务" }, "secScan": { "score": 3, "text": "企业级权限与审计" }, "admin": { "score": 4, "text": "团队版/企业管控" }, "ssoAudit": { "score": 3, "text": "SSO 可谈" }, "ideMatrix": { "score": 4, "text": "IDE + 插件" }, "devopsBind": { "score": 4, "text": "京东云部署打通" }, "procurement": { "score": 3, "text": "官网/渠道" } } }, { "id": "qwen-code", "officialUrl": "https://github.com/QwenLM/qwen-code", "name": "Qwen Code", "vendor": "阿里云", "categories": [ "domestic", "domestic_open" ], "productType": "终端 Agent（开源）", "models": "Qwen3-Coder", "languages": "多语言", "capabilities": "CLI 任务执行/工具调用/脚本链", "chineseRating": "★★★★☆", "openSource": "是（Apache-2.0）", "freeTier": "免费 OAuth 额度 2026-04 起停用", "pricing": "Coding Plan 或 BYOK", "pricingShort": "BYOK/订阅", "compliance": "可自托管", "ecosystem": "Qwen/阿里云", "scenario": "终端自动化与低成本批量任务", "ratingTotal": 4.2, "review": { "pros": [ "开源可改可审", "Qwen3-Coder 工具调用强", "CI 批处理友好" ], "cons": [ "免费额度已取消，需自备 Key", "无 IDE 级补全体验" ], "bestFor": "愿意 BYOK 的工程团队", "worstFor": "零配置开箱用户", "deep": "采购视角：Qwen Code 是开源 CLI，不是 IDE，别再拿它和 Cursor 比补全。它的正确位置是「CI 批处理、脚本化重构、批量代码任务」，配合 Qwen3-Coder 的 BYOK 成本可控。注意 2026-04 起免费 OAuth 额度已停用，采购时要把模型 API 预算一起算进去。" }, "pricingPlans": { "free": { "label": "开源免费", "monthlyPerSeat": 0, "currency": "CNY" }, "pro": { "label": "Coding Plan（估）", "monthlyPerSeat": 60, "currency": "CNY", "url": "https://github.com/QwenLM/qwen-code" }, "enterprise": { "label": "BYOK 折算（估）", "monthlyPerSeat": 200, "currency": "CNY" } }, "selector": { "team": [ "solo", "small", "mid" ], "stack": [ "python", "multi" ], "deploy": [ "cloud", "private" ], "budget": [ "free", "mid" ], "priority": [ "accuracy", "ecosystem" ] }, "depth": { "agentTier": { "score": 3, "text": "任务规划够用，非 L3" }, "multiFile": { "score": 3, "text": "单轮多文件能力中等" }, "terminalAgent": { "score": 5, "text": "纯终端 Agent" }, "longContext": { "score": 4, "text": "Qwen3-Coder 长上下文" }, "repoIndex": { "score": 2, "text": "依赖目录扫描" }, "completionStack": { "score": 4, "text": "工具调用与脚本强" }, "refactor": { "score": 3, "text": "适合脚本化重构" }, "testDoc": { "score": 3, "text": "可生成测试脚本" }, "debugRead": { "score": 3, "text": "解释可用" }, "designToCode": { "score": 2, "text": "非主打" }, "trainingPolicy": { "score": 4, "text": "开源可自托管" }, "residency": { "score": 4, "text": "可自部署/私有网关" }, "xinchuang": { "score": 3, "text": "Qwen 国内可部署" }, "airGap": { "score": 3, "text": "接本地模型可离线" }, "secScan": { "score": 1, "text": "无扫描能力" }, "admin": { "score": 2, "text": "无控制台" }, "ssoAudit": { "score": 1, "text": "无 SSO" }, "ideMatrix": { "score": 3, "text": "终端为主，可配插件" }, "devopsBind": { "score": 3, "text": "CI 批处理友好" }, "procurement": { "score": 4, "text": "开源免费 + Coding Plan" } } }, { "id": "minimax-code", "officialUrl": "https://github.com/MiniMax-AI/minimax-code", "name": "MiniMax Code（mcode）", "vendor": "MiniMax", "categories": [ "domestic", "domestic_open" ], "productType": "终端 Agent（开源）", "models": "MiniMax M 系列", "languages": "多语言", "capabilities": "TUI/headless/ACP 多形态", "chineseRating": "★★★★☆", "openSource": "是（MIT）", "freeTier": "订阅含额度", "pricing": "订阅或 BYOK（估 60 元/月）", "pricingShort": "订阅/BYOK", "compliance": "可接自有端点", "ecosystem": "开源社区", "scenario": "可控成本的自托管 Coding Agent", "ratingTotal": 4.0, "review": { "pros": [ "MIT 许可最宽松", "可接自有模型端点", "headless 适合流水线" ], "cons": [ "生态与文档仍在完善", "企业管控几乎为零" ], "bestFor": "自建 Agent 流水线的团队", "worstFor": "要开箱即用企业控制台", "deep": "采购视角：MiniMax Code（mcode）用 MIT 许可 + 自有端点，是自建 Agent 流水线里改动成本最低的一档（TUI/headless/ACP 三形态）。它几乎不提供企业管控，适合工程团队自己包一层；若采购要求供应商承担 SLA 与审计，这条路不合适。" }, "pricingPlans": { "free": { "label": "开源免费", "monthlyPerSeat": 0, "currency": "CNY" }, "pro": { "label": "订阅（估）", "monthlyPerSeat": 60, "currency": "CNY", "url": "https://github.com/MiniMax-AI/minimax-code" }, "enterprise": { "label": "BYOK 折算（估）", "monthlyPerSeat": 200, "currency": "CNY" } }, "selector": { "team": [ "solo", "small" ], "stack": [ "python", "multi" ], "deploy": [ "cloud", "private" ], "budget": [ "free", "mid" ], "priority": [ "accuracy" ] }, "depth": { "agentTier": { "score": 3, "text": "TUI 内任务执行" }, "multiFile": { "score": 3, "text": "多文件改动需人工确认" }, "terminalAgent": { "score": 5, "text": "TUI/headless/ACP" }, "longContext": { "score": 4, "text": "上下文够用" }, "repoIndex": { "score": 2, "text": "目录级检索" }, "completionStack": { "score": 3, "text": "补全非重点" }, "refactor": { "score": 3, "text": "可批量改" }, "testDoc": { "score": 3, "text": "可生成测试" }, "debugRead": { "score": 3, "text": "解释可用" }, "designToCode": { "score": 2, "text": "非主打" }, "trainingPolicy": { "score": 4, "text": "MIT，可审计" }, "residency": { "score": 4, "text": "可接自有端点" }, "xinchuang": { "score": 2, "text": "无信创认证" }, "airGap": { "score": 3, "text": "本地模型可离线" }, "secScan": { "score": 1, "text": "无扫描能力" }, "admin": { "score": 2, "text": "无控制台" }, "ssoAudit": { "score": 1, "text": "无 SSO" }, "ideMatrix": { "score": 3, "text": "终端 + ACP 接入" }, "devopsBind": { "score": 3, "text": "headless 可进流水线" }, "procurement": { "score": 4, "text": "MIT 免费 + BYOK" } } }, { "id": "mimo-code", "officialUrl": "https://github.com/XiaomiMiMo/MiMo-Code", "name": "MiMo Code", "vendor": "小米", "categories": [ "domestic", "domestic_open" ], "productType": "终端 Agent（开源）", "models": "MiMo", "languages": "多语言", "capabilities": "跨会话记忆/子智能体编排", "chineseRating": "★★★☆☆", "openSource": "是（OpenCode 分支）", "freeTier": "MiMo Auto 限时免配置", "pricing": "限时免费或 BYOK", "pricingShort": "限时免费", "compliance": "可接自有模型", "ecosystem": "小米/开源", "scenario": "长周期任务的记忆型 Agent 试点", "ratingTotal": 3.9, "review": { "pros": [ "跨会话记忆有差异化", "子智能体编排", "限时免费好试" ], "cons": [ "产品周期与商业承诺待观察", "无企业管控能力" ], "bestFor": "愿意试新的个人与小团队", "worstFor": "政企正式采购", "deep": "采购视角：MiMo Code 的「跨会话记忆 + 子智能体编排」是有意思的差异点，且限时免配置，适合个人与小团队试水。但产品周期与商业承诺都还很早期，政企正式采购不建议作为主工具，可作为探索型 POC 观察对象。" }, "pricingPlans": { "free": { "label": "限时免费", "monthlyPerSeat": 0, "currency": "CNY" }, "pro": { "label": "BYOK（估）", "monthlyPerSeat": 60, "currency": "CNY", "url": "https://github.com/XiaomiMiMo/MiMo-Code" }, "enterprise": { "label": "自建（估）", "monthlyPerSeat": 200, "currency": "CNY" } }, "selector": { "team": [ "solo", "small" ], "stack": [ "multi" ], "deploy": [ "cloud" ], "budget": [ "free" ], "priority": [ "accuracy" ] }, "depth": { "agentTier": { "score": 3, "text": "子智能体编排" }, "multiFile": { "score": 3, "text": "多文件能力中等" }, "terminalAgent": { "score": 5, "text": "终端 Agent" }, "longContext": { "score": 4, "text": "跨会话记忆减少失忆" }, "repoIndex": { "score": 2, "text": "目录级检索" }, "completionStack": { "score": 3, "text": "补全非重点" }, "refactor": { "score": 3, "text": "可批量改" }, "testDoc": { "score": 3, "text": "可生成测试" }, "debugRead": { "score": 3, "text": "解释可用" }, "designToCode": { "score": 1, "text": "非主打" }, "trainingPolicy": { "score": 3, "text": "开源可审计" }, "residency": { "score": 3, "text": "可接自有模型" }, "xinchuang": { "score": 2, "text": "无信创认证" }, "airGap": { "score": 3, "text": "本地模型可离线" }, "secScan": { "score": 1, "text": "无扫描能力" }, "admin": { "score": 1, "text": "无控制台" }, "ssoAudit": { "score": 1, "text": "无 SSO" }, "ideMatrix": { "score": 2, "text": "仅终端" }, "devopsBind": { "score": 2, "text": "未绑定云" }, "procurement": { "score": 4, "text": "限时免费/BYOK" } } }, { "id": "codebuddy-npc", "officialUrl": "https://www.codebuddy.cn/", "name": "CodeBuddy NPC", "vendor": "腾讯云", "categories": [ "domestic", "domestic_big" ], "productType": "云端 Agent（Issue/PR 派单）", "models": "混元 + DeepSeek", "languages": "多语言", "capabilities": "派单后自主规划/开发/提 PR/跑测试", "chineseRating": "★★★★☆", "openSource": "否", "freeTier": "随 CodeBuddy 企业体系", "pricing": "含在企业版（估 99 元/月起）", "pricingShort": "企业体系", "compliance": "等保三级体系", "ecosystem": "腾讯云/微信", "scenario": "缺陷池与需求池的无人值守消化", "ratingTotal": 4.2, "review": { "pros": [ "Issue→PR 闭环最接近 L3", "自动跑测试", "复用 CodeBuddy 等保体系" ], "cons": [ "2026-07 才发布，长跑稳定性待观察", "强依赖 Git 工作流规范" ], "bestFor": "有 Issue/PR 规范的腾讯云团队", "worstFor": "无工单流程的小团队", "deep": "采购视角：NPC 是目前最接近「L3 无人值守」的国产形态——Issue/PR 派单后自主开发、提 PR、跑测试，直接把缺陷池变成可消化队列。落地前提是团队 Git 规范足够严（分支策略、CI 门禁、Review 规则），否则 Agent 产出的 PR 会变成新的 Review 债务。" }, "pricingPlans": { "free": { "label": "随企业体系", "monthlyPerSeat": 0, "currency": "CNY" }, "pro": { "label": "企业版（估）", "monthlyPerSeat": 99, "currency": "CNY", "url": "https://www.codebuddy.cn/" }, "enterprise": { "label": "企业定制（估）", "monthlyPerSeat": 300, "currency": "CNY" } }, "selector": { "team": [ "mid", "large" ], "stack": [ "multi" ], "deploy": [ "cloud" ], "budget": [ "mid", "unlimited" ], "priority": [ "ecosystem", "security" ] }, "depth": { "agentTier": { "score": 5, "text": "Issue/PR 派单 → 自主开发 → 提 PR" }, "multiFile": { "score": 5, "text": "自主规划跨文件改动" }, "terminalAgent": { "score": 4, "text": "云端沙箱执行命令" }, "longContext": { "score": 4, "text": "仓库接入 + 知识注入" }, "repoIndex": { "score": 4, "text": "仓库级索引" }, "completionStack": { "score": 3, "text": "补全非其职责" }, "refactor": { "score": 4, "text": "按任务批量改" }, "testDoc": { "score": 4, "text": "自动跑测试并回归" }, "debugRead": { "score": 3, "text": "失败自动重试与日志读" }, "designToCode": { "score": 1, "text": "非主打" }, "trainingPolicy": { "score": 3, "text": "企业条款，等保三级体系" }, "residency": { "score": 3, "text": "腾讯云境内" }, "xinchuang": { "score": 2, "text": "非信创主推" }, "airGap": { "score": 1, "text": "必须联网" }, "secScan": { "score": 3, "text": "合规模块可复用" }, "admin": { "score": 4, "text": "企业控制台配额/策略" }, "ssoAudit": { "score": 3, "text": "随腾讯云 SSO" }, "ideMatrix": { "score": 2, "text": "非 IDE，PR 侧接入" }, "devopsBind": { "score": 5, "text": "CodeBuddy + 腾讯云 DevOps 闭环" }, "procurement": { "score": 4, "text": "随企业版体系采购" } } }, { "id": "antigravity", "officialUrl": "https://antigravity.google/", "name": "Google Antigravity", "vendor": "Google", "categories": [ "international", "international_ide" ], "productType": "Agent-first IDE", "models": "Gemini 3.x / Claude / GPT 可切换", "languages": "多语言", "capabilities": "异步 Agent 管理 + 浏览器控制验证", "chineseRating": "★★★☆☆", "openSource": "否", "freeTier": "个人版 $0", "pricing": "Pro $20 · Ultra $100/$200", "pricingShort": "$20/月起", "compliance": "Google Cloud 条款", "ecosystem": "Google/Gemini", "scenario": "端到端验证型异步 Agent", "ratingTotal": 4.4, "review": { "pros": [ "浏览器控制能自验 UI", "Agent Manager 多任务看板", "多模型可切" ], "cons": [ "国内访问与合规门槛", "默认数据条款需企业确认" ], "bestFor": "海外团队与有外网的产品团队", "worstFor": "信创内网", "deep": "采购视角：Antigravity 的价值在「Agent 自己开浏览器验证 UI」，比只改代码的 Agent 少一轮人工回归。但它是境外云服务，默认数据条款需要企业逐条确认，国内团队基本只能用于海外项目；信创内网直接排除。" }, "pricingPlans": { "free": { "label": "个人版", "monthlyPerSeat": 0, "currency": "USD" }, "pro": { "label": "Pro", "monthlyPerSeat": 20, "currency": "USD", "url": "https://antigravity.google/" }, "enterprise": { "label": "Ultra（起）", "monthlyPerSeat": 100, "currency": "USD" } }, "selector": { "team": [ "solo", "small", "mid" ], "stack": [ "frontend", "multi" ], "deploy": [ "cloud" ], "budget": [ "mid", "unlimited" ], "priority": [ "accuracy", "design" ] }, "depth": { "agentTier": { "score": 5, "text": "Agent Manager 异步多任务" }, "multiFile": { "score": 5, "text": "跨文件端到端" }, "terminalAgent": { "score": 4, "text": "终端 + 浏览器工具" }, "longContext": { "score": 4, "text": "Gemini 长上下文" }, "repoIndex": { "score": 4, "text": "工作区索引" }, "completionStack": { "score": 4, "text": "补全可用" }, "refactor": { "score": 4, "text": "可批量重构" }, "testDoc": { "score": 4, "text": "自动跑浏览器验证" }, "debugRead": { "score": 4, "text": "读码 + 截图核对" }, "designToCode": { "score": 3, "text": "可还原页面" }, "trainingPolicy": { "score": 2, "text": "默认条款需企业确认" }, "residency": { "score": 2, "text": "境外云" }, "xinchuang": { "score": 1, "text": "无信创适配" }, "airGap": { "score": 1, "text": "必须联网" }, "secScan": { "score": 2, "text": "无专精 SAST" }, "admin": { "score": 3, "text": "团队管理在完善" }, "ssoAudit": { "score": 2, "text": "SSO 有限" }, "ideMatrix": { "score": 5, "text": "Agent-first IDE" }, "devopsBind": { "score": 3, "text": "Gemini/Google Cloud 生态" }, "procurement": { "score": 2, "text": "个人订阅，无国内渠道" } } }, { "id": "gemini-cli", "officialUrl": "https://github.com/google-gemini/gemini-cli", "name": "Gemini CLI", "vendor": "Google", "categories": [ "international", "international_agent" ], "productType": "终端 Agent（开源）", "models": "Gemini 系列", "languages": "多语言", "capabilities": "CLI 批处理/CI 集成", "chineseRating": "★★★☆☆", "openSource": "是（Apache-2.0）", "freeTier": "免费额度较大", "pricing": "免费额度 + API 计费", "pricingShort": "免费额度", "compliance": "Google 条款", "ecosystem": "Gemini/开源", "scenario": "CI 批处理与脚本化 Agent", "ratingTotal": 4.3, "review": { "pros": [ "百万级上下文", "Apache-2.0 可改", "免费额度适合试点" ], "cons": [ "国内不可直连", "企业审计能力弱" ], "bestFor": "做脚本与流水线的工程师", "worstFor": "合规内网环境", "deep": "采购视角：Gemini CLI 适合放进 CI 做批处理（Apache-2.0、百万级上下文、免费额度大），但不适合当团队主 IDE。国内不可直连是硬约束；把它定位成「脚本里的一个工具」，而不是「研发助理」。" }, "pricingPlans": { "free": { "label": "免费额度", "monthlyPerSeat": 0, "currency": "USD" }, "pro": { "label": "API 折算（估）", "monthlyPerSeat": 30, "currency": "USD", "url": "https://github.com/google-gemini/gemini-cli" }, "enterprise": { "label": "API 折算（估）", "monthlyPerSeat": 80, "currency": "USD" } }, "selector": { "team": [ "solo", "small", "mid" ], "stack": [ "python", "multi" ], "deploy": [ "cloud" ], "budget": [ "free", "mid" ], "priority": [ "accuracy" ] }, "depth": { "agentTier": { "score": 3, "text": "脚本化任务，非 L3" }, "multiFile": { "score": 3, "text": "多文件中等" }, "terminalAgent": { "score": 5, "text": "纯 CLI" }, "longContext": { "score": 5, "text": "百万级上下文" }, "repoIndex": { "score": 3, "text": "大仓检索可用" }, "completionStack": { "score": 4, "text": "补全非重点" }, "refactor": { "score": 3, "text": "脚本化重构" }, "testDoc": { "score": 4, "text": "测试生成好" }, "debugRead": { "score": 4, "text": "解释大段代码强" }, "designToCode": { "score": 2, "text": "非主打" }, "trainingPolicy": { "score": 2, "text": "默认条款需确认" }, "residency": { "score": 2, "text": "境外" }, "xinchuang": { "score": 1, "text": "无信创" }, "airGap": { "score": 1, "text": "必须联网" }, "secScan": { "score": 2, "text": "无 SAST" }, "admin": { "score": 2, "text": "无控制台" }, "ssoAudit": { "score": 1, "text": "无 SSO" }, "ideMatrix": { "score": 3, "text": "终端为主" }, "devopsBind": { "score": 3, "text": "CI 友好" }, "procurement": { "score": 3, "text": "免费额度大" } } }, { "id": "kiro", "officialUrl": "https://kiro.dev/", "name": "Kiro", "vendor": "AWS", "categories": [ "international", "international_ide" ], "productType": "Agentic IDE（规格驱动）", "models": "Claude 系", "languages": "多语言", "capabilities": "spec → 任务 → 实现 → 测试闭环", "chineseRating": "★★★☆☆", "openSource": "否", "freeTier": "有试用额度", "pricing": "订阅制（估 $20/月起）", "pricingShort": "订阅制", "compliance": "AWS 合规体系", "ecosystem": "AWS", "scenario": "规格先行的中大型交付", "ratingTotal": 4.2, "review": { "pros": [ "spec-driven 便于评审留痕", "AWS IAM/审计可复用", "接替 Amazon Q 插件路线" ], "cons": [ "无国内渠道，需海外账号", "规格写作有学习成本" ], "bestFor": "AWS 客户与要留痕的交付团队", "worstFor": "追求零流程轻量体验", "deep": "采购视角：Kiro 用 spec-driven 把「需求→规格→任务→实现→测试」留痕，天然适合要交付文档与评审记录的甲方项目；AWS IAM/审计可复用，是 Amazon Q 插件停售后的官方接替路线。代价是规格写作的学习成本，以及国内无渠道、需海外账号。" }, "pricingPlans": { "free": { "label": "试用额度", "monthlyPerSeat": 0, "currency": "USD" }, "pro": { "label": "Pro（估）", "monthlyPerSeat": 20, "currency": "USD", "url": "https://kiro.dev/" }, "enterprise": { "label": "团队（估）", "monthlyPerSeat": 40, "currency": "USD" } }, "selector": { "team": [ "mid", "large" ], "stack": [ "multi" ], "deploy": [ "cloud" ], "budget": [ "mid", "unlimited" ], "priority": [ "security", "ecosystem" ] }, "depth": { "agentTier": { "score": 5, "text": "spec → 任务 → 实现 → 测试" }, "multiFile": { "score": 5, "text": "规格驱动跨文件" }, "terminalAgent": { "score": 3, "text": "终端能力有限" }, "longContext": { "score": 4, "text": "规格文档外置减负" }, "repoIndex": { "score": 4, "text": "仓库索引" }, "completionStack": { "score": 4, "text": "补全可用" }, "refactor": { "score": 4, "text": "按规格重构可控" }, "testDoc": { "score": 4, "text": "规格转测试" }, "debugRead": { "score": 3, "text": "读码可用" }, "designToCode": { "score": 2, "text": "非主打" }, "trainingPolicy": { "score": 2, "text": "需确认数据条款" }, "residency": { "score": 3, "text": "AWS 区域可选" }, "xinchuang": { "score": 1, "text": "无信创" }, "airGap": { "score": 1, "text": "必须联网" }, "secScan": { "score": 3, "text": "AWS 安全服务可组合" }, "admin": { "score": 4, "text": "AWS Organizations 管控" }, "ssoAudit": { "score": 4, "text": "IAM Identity Center" }, "ideMatrix": { "score": 5, "text": "Agentic IDE" }, "devopsBind": { "score": 5, "text": "AWS 全家桶" }, "procurement": { "score": 2, "text": "无国内渠道" } } }, { "id": "cline", "officialUrl": "https://cline.bot/", "name": "Cline", "vendor": "Cline", "categories": [ "international", "international_plugin", "on_premise" ], "productType": "VS Code Agent（开源）", "models": "BYOK 任意模型", "languages": "多语言", "capabilities": "终端执行/自动装依赖/计划-执行", "chineseRating": "★★★☆☆", "openSource": "是（Apache-2.0）", "freeTier": "开源免费（只付模型费）", "pricing": "自带 Key 按量", "pricingShort": "免费+API", "compliance": "代码不经第三方（BYOK）", "ecosystem": "VS Code/开源", "scenario": "可控成本的自主执行 Agent", "ratingTotal": 4.3, "review": { "pros": [ "开源可审计", "BYOK 数据不出厂商", "可接本地/国产模型" ], "cons": [ "无补全体验优势", "无企业控制台" ], "bestFor": "要省钱又要自主执行的团队", "worstFor": "要集中管控的大企业", "deep": "采购视角：Cline 是「开源 + BYOK」路线的最优性价比：代码不经厂商模型，可接本地或国产模型，成本只有 token 费。它没有企业控制台，也没有补全优势，建议定位为「小团队的自主执行 Agent」，大企业用它需要自己补管控。" }, "pricingPlans": { "free": { "label": "开源免费", "monthlyPerSeat": 0, "currency": "USD" }, "pro": { "label": "BYOK 折算（估）", "monthlyPerSeat": 20, "currency": "USD", "url": "https://cline.bot/" }, "enterprise": { "label": "BYOK 折算（估）", "monthlyPerSeat": 50, "currency": "USD" } }, "selector": { "team": [ "solo", "small", "mid" ], "stack": [ "multi", "python" ], "deploy": [ "private", "cloud" ], "budget": [ "free", "mid" ], "priority": [ "security", "accuracy" ] }, "depth": { "agentTier": { "score": 4, "text": "计划-执行-验证循环" }, "multiFile": { "score": 4, "text": "任务级多文件" }, "terminalAgent": { "score": 4, "text": "终端执行 + 自动装依赖" }, "longContext": { "score": 3, "text": "依赖上下文管理" }, "repoIndex": { "score": 2, "text": "目录级" }, "completionStack": { "score": 3, "text": "补全非强项" }, "refactor": { "score": 3, "text": "可批量改" }, "testDoc": { "score": 3, "text": "可生成测试" }, "debugRead": { "score": 3, "text": "读码可用" }, "designToCode": { "score": 2, "text": "非主打" }, "trainingPolicy": { "score": 5, "text": "BYOK，代码不经厂商模型" }, "residency": { "score": 4, "text": "可接本地模型" }, "xinchuang": { "score": 3, "text": "可配国产模型" }, "airGap": { "score": 3, "text": "本地 Ollama 可离线" }, "secScan": { "score": 1, "text": "无扫描" }, "admin": { "score": 2, "text": "无控制台" }, "ssoAudit": { "score": 1, "text": "无 SSO" }, "ideMatrix": { "score": 4, "text": "VS Code + JetBrains" }, "devopsBind": { "score": 2, "text": "未绑定" }, "procurement": { "score": 5, "text": "开源免费，只付模型费" } } }, { "id": "augment-code", "officialUrl": "https://www.augmentcode.com/", "name": "Augment Code", "vendor": "Augment", "categories": [ "international", "international_plugin" ], "productType": "插件 + Auggie CLI", "models": "多模型", "languages": "多语言", "capabilities": "大仓索引/团队知识/权限", "chineseRating": "★★★☆☆", "openSource": "否", "freeTier": "试用", "pricing": "订阅制（估 $50/月起）", "pricingShort": "订阅制", "compliance": "企业条款/可谈部署", "ecosystem": "VS Code/JetBrains", "scenario": "超大仓库与团队知识沉淀", "ratingTotal": 4.2, "review": { "pros": [ "全库上下文与团队知识强", "企业权限体系", "Auggie CLI 可脚本化" ], "cons": [ "价格偏高", "国内访问与合规需评估" ], "bestFor": "百万行级单体/多仓团队", "worstFor": "小团队与预算敏感场景", "deep": "采购视角：Augment 的护城河是全库上下文与团队知识，百万行级单体仓库里比纯 IDE Agent 更少「失忆」。价格偏高，且国内访问与合规要单独评估；如果你的痛点是「大仓定位慢」而不是「生成慢」，它值得进短名单。" }, "pricingPlans": { "free": { "label": "试用", "monthlyPerSeat": 0, "currency": "USD" }, "pro": { "label": "Pro（估）", "monthlyPerSeat": 50, "currency": "USD", "url": "https://www.augmentcode.com/" }, "enterprise": { "label": "Enterprise（估）", "monthlyPerSeat": 100, "currency": "USD" } }, "selector": { "team": [ "mid", "large" ], "stack": [ "multi", "java" ], "deploy": [ "cloud", "private" ], "budget": [ "unlimited" ], "priority": [ "accuracy", "ecosystem" ] }, "depth": { "agentTier": { "score": 4, "text": "任务分解到 Agent 执行" }, "multiFile": { "score": 4, "text": "跨文件改动" }, "terminalAgent": { "score": 3, "text": "Auggie CLI 可脚本" }, "longContext": { "score": 5, "text": "大仓上下文稳" }, "repoIndex": { "score": 5, "text": "全库索引 + 团队知识" }, "completionStack": { "score": 4, "text": "补全质量高" }, "refactor": { "score": 4, "text": "大仓重构强" }, "testDoc": { "score": 4, "text": "测试生成好" }, "debugRead": { "score": 4, "text": "读码定位准" }, "designToCode": { "score": 2, "text": "非主打" }, "trainingPolicy": { "score": 3, "text": "企业默认不训练" }, "residency": { "score": 3, "text": "可谈企业部署" }, "xinchuang": { "score": 1, "text": "无信创" }, "airGap": { "score": 2, "text": "私有化有限" }, "secScan": { "score": 2, "text": "无专精 SAST" }, "admin": { "score": 4, "text": "团队权限与知识库" }, "ssoAudit": { "score": 3, "text": "SSO 支持" }, "ideMatrix": { "score": 4, "text": "VS Code/JetBrains + CLI" }, "devopsBind": { "score": 3, "text": "GitHub 集成" }, "procurement": { "score": 2, "text": "订阅为主" } } }, { "id": "tabnine", "officialUrl": "https://www.tabnine.com/", "name": "Tabnine", "vendor": "Tabnine", "categories": [ "international", "international_plugin", "on_premise" ], "productType": "插件 / 私有化", "models": "自研 + 可选第三方", "languages": "多语言", "capabilities": "补全/气隙部署/企业上下文", "chineseRating": "★★☆☆☆", "openSource": "否（可私有化）", "freeTier": "个人版免费", "pricing": "企业订阅（估 $39/月起）", "pricingShort": "企业订阅", "compliance": "零留存/不训练，气隙可选", "ecosystem": "全 IDE", "scenario": "合规优先的补全与私有化", "ratingTotal": 4.0, "review": { "pros": [ "气隙/本地部署成熟", "默认不训练不留存", "IDE 覆盖最全" ], "cons": [ "Agent 能力弱于新一代 IDE", "中文体验一般" ], "bestFor": "金融/政企合规补全", "worstFor": "要 L3 自主开发", "deep": "采购视角：Tabnine 是合规采购里的「安全牌」：零留存、不训练、气隙/本地部署成熟，IDE 覆盖最全。但它的 Agent 能力明显落后新一代 IDE，别指望它做 L3 自主开发——把它当「可控的补全层」，与 Trae/Cursor 组合更现实。" }, "pricingPlans": { "free": { "label": "个人版", "monthlyPerSeat": 0, "currency": "USD" }, "pro": { "label": "Dev（估）", "monthlyPerSeat": 9, "currency": "USD", "url": "https://www.tabnine.com/" }, "enterprise": { "label": "Enterprise（估）", "monthlyPerSeat": 39, "currency": "USD" } }, "selector": { "team": [ "mid", "large" ], "stack": [ "multi" ], "deploy": [ "private", "xinchuang" ], "budget": [ "mid" ], "priority": [ "security" ] }, "depth": { "agentTier": { "score": 2, "text": "补全为主，Agent 较新" }, "multiFile": { "score": 2, "text": "多文件弱" }, "terminalAgent": { "score": 2, "text": "CLI 非重点" }, "longContext": { "score": 3, "text": "中等上下文" }, "repoIndex": { "score": 3, "text": "团队上下文可注入" }, "completionStack": { "score": 4, "text": "多语言补全稳定" }, "refactor": { "score": 3, "text": "常规重构" }, "testDoc": { "score": 3, "text": "注释/测试可用" }, "debugRead": { "score": 3, "text": "读码解释一般" }, "designToCode": { "score": 1, "text": "非主打" }, "trainingPolicy": { "score": 5, "text": "零留存/不训练，可自训" }, "residency": { "score": 5, "text": "SaaS/VPC/本地/气隙" }, "xinchuang": { "score": 2, "text": "非信创认证" }, "airGap": { "score": 5, "text": "气隙部署是核心卖点" }, "secScan": { "score": 3, "text": "基础扫描可组合" }, "admin": { "score": 4, "text": "企业管控成熟" }, "ssoAudit": { "score": 4, "text": "SSO + 审计齐全" }, "ideMatrix": { "score": 5, "text": "全 IDE 矩阵" }, "devopsBind": { "score": 2, "text": "未绑云 CI" }, "procurement": { "score": 3, "text": "企业订阅可走渠道" } } }, { "id": "amp", "officialUrl": "https://ampcode.com/", "name": "Amp", "vendor": "Sourcegraph", "categories": [ "international", "international_agent" ], "productType": "终端 Agent", "models": "多模型可切", "languages": "多语言", "capabilities": "大仓检索/多步执行", "chineseRating": "★★☆☆☆", "openSource": "否", "freeTier": "免费额度", "pricing": "按量计费（估 $30/月等效）", "pricingShort": "免费额度+用量", "compliance": "企业条款", "ecosystem": "Sourcegraph/Git", "scenario": "大仓检索驱动的多步任务", "ratingTotal": 4.2, "review": { "pros": [ "继承 Sourcegraph 大仓检索", "多模型按任务切换", "终端内多步执行顺" ], "cons": [ "按量计费成本波动", "国内访问受限" ], "bestFor": "超大代码库的重构与检索", "worstFor": "成本敏感的固定预算", "deep": "采购视角：Amp 继承 Sourcegraph 的大仓检索基因，适合「在百万行代码里找对地方再动手」的重构场景。按量计费意味着成本随使用波动，建议设定团队月度上限；国内访问同样受限，更适合海外仓或跨境团队。" }, "pricingPlans": { "free": { "label": "免费额度", "monthlyPerSeat": 0, "currency": "USD" }, "pro": { "label": "按量（估）", "monthlyPerSeat": 30, "currency": "USD", "url": "https://ampcode.com/" }, "enterprise": { "label": "团队（估）", "monthlyPerSeat": 60, "currency": "USD" } }, "selector": { "team": [ "solo", "small", "mid" ], "stack": [ "multi", "go" ], "deploy": [ "cloud" ], "budget": [ "mid", "unlimited" ], "priority": [ "accuracy" ] }, "depth": { "agentTier": { "score": 4, "text": "多步任务自主执行" }, "multiFile": { "score": 4, "text": "任务级多文件" }, "terminalAgent": { "score": 5, "text": "终端 Agent 原生" }, "longContext": { "score": 4, "text": "大仓上下文" }, "repoIndex": { "score": 4, "text": "Sourcegraph 检索基因" }, "completionStack": { "score": 3, "text": "补全非重点" }, "refactor": { "score": 4, "text": "大仓重构强" }, "testDoc": { "score": 3, "text": "可生成测试" }, "debugRead": { "score": 4, "text": "跨仓检索定位" }, "designToCode": { "score": 2, "text": "非主打" }, "trainingPolicy": { "score": 2, "text": "需确认条款" }, "residency": { "score": 2, "text": "境外" }, "xinchuang": { "score": 1, "text": "无信创" }, "airGap": { "score": 1, "text": "必须联网" }, "secScan": { "score": 2, "text": "无 SAST" }, "admin": { "score": 2, "text": "无控制台" }, "ssoAudit": { "score": 2, "text": "SSO 有限" }, "ideMatrix": { "score": 3, "text": "终端 + 编辑器接入" }, "devopsBind": { "score": 3, "text": "Git 工作流" }, "procurement": { "score": 2, "text": "按量计费，成本可控性一般" } } } ] }