[{"data":1,"prerenderedAt":1432},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"compare-codegeex-vs-deepseek-coder":9,"compare-a-codegeex":10,"compare-b-deepseek-coder":578},{"tools":4,"reviews":5},78,26,{"tools":4,"reviews":5,"playbooks":7,"news":8},22,21,null,{"id":11,"title":12,"alternatives":13,"api_compatible":9,"body":18,"category":496,"chinese_friendly":497,"cover":498,"description":499,"domestic":500,"extension":501,"faq":502,"free":500,"github":9,"languages":515,"lastVerified":9,"meta":518,"models":9,"navigation":519,"notSuitable":9,"opensource":519,"path":520,"pillar":521,"platforms":522,"priceTable":526,"pricing":550,"published":551,"relatedPlaybooks":552,"relatedReviews":9,"score":555,"self_host":500,"seo":557,"seoTitle":9,"slug":558,"sources":559,"stem":567,"suitable":9,"tagline":568,"tags":569,"updated":562,"verdict":575,"website":576,"__hash__":577},"tools\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcodegeex.md","CodeGeeX",[14,15,16,17],"coding\u002Fcopilot\u002Fgithub-copilot","coding\u002Fcopilot\u002Fcomate","coding\u002Fcopilot\u002Ftongyi-lingma","coding\u002Fcopilot\u002Fcodebuddy",{"type":19,"value":20,"toc":481},"minimark",[21,26,30,33,36,88,92,98,166,169,173,178,195,200,217,220,245,248,362,365,397,401,424,427,454,457],[22,23,25],"h2",{"id":24},"tldr","TL;DR",[27,28,29],"p",{},"CodeGeeX 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工具中复用。",false,"md",[503,506,509,512],{"q":504,"a":505},"CodeGeeX 真的免费吗？","个人版功能完整免费，无次数限制。底层模型 CodeGeeX4-ALL-9B 已在 GitHub 开源（THUDM\u002FCodeGeeX4），可自行私有部署。",{"q":507,"a":508},"GLM Coding Plan 和 CodeGeeX 插件什么关系？","CodeGeeX 是 IDE 插件 \u002F 智能助手，GLM Coding Plan 是智谱开放平台的 AI 编程订阅套餐——可以让你在 Claude Code \u002F Cursor \u002F Cline \u002F Kilo Code 等 20+ 工具里用 GLM-5.1 模型，与 CodeGeeX 插件账号 \u002F 计费独立但同源。",{"q":510,"a":511},"GLM-5.1 编程能力如何？","LMArena 代码榜开源模型第一、全球第三；SWE-bench Verified 77.8 分，对齐 Claude Opus 4.6；价格约 Claude 的 1\u002F3。Coding Plan 高峰期（14–18 点）按 3 倍系数消耗额度。",{"q":513,"a":514},"和文心快码、通义灵码、CodeBuddy 比？","CodeGeeX 个人最便宜（免费）、开源最干净（模型权重开放）、生态最开放（Coding Plan 覆盖海外工具最广）。文心快码 \u002F CodeBuddy 强在企业落地与 IDC 评估，通义灵码强在阿里云生态深度。",[516,517],"zh","en",{},true,"\u002Ftools\u002Fcoding\u002Fcopilot\u002Fcodegeex","coding",[523,524,525],"vscode","jetbrains","hbuilderx",[527,532,536,541,545],{"plan":528,"price":529,"features":530,"notes":531},"个人免费","0","代码生成 \u002F 补全 \u002F 注释 \u002F 翻译 \u002F 问答 \u002F Code 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编程模型",[99,626,627,643],{},[102,628,629],{},[105,630,631,634,637,640],{},[108,632,633],{},"参数",[108,635,636],{},"DeepSeek V4",[108,638,639],{},"Claude Sonnet 4",[108,641,642],{},"GPT-5",[121,644,645,658,672,685,699],{},[105,646,647,650,653,656],{},[126,648,649],{},"上下文窗口",[126,651,652],{},"128K",[126,654,655],{},"200K",[126,657,652],{},[105,659,660,663,666,669],{},[126,661,662],{},"编程 Benchmark",[126,664,665],{},"SWE-Bench 55%",[126,667,668],{},"SWE-Bench 72%",[126,670,671],{},"SWE-Bench 68%",[105,673,674,677,680,683],{},[126,675,676],{},"中文理解",[126,678,679],{},"★★★★★",[126,681,682],{},"★★★★☆",[126,684,682],{},[105,686,687,690,693,696],{},[126,688,689],{},"API 价格",[126,691,692],{},"￥1\u002F百万 token",[126,694,695],{},"$15\u002F百万 token",[126,697,698],{},"$10\u002F百万 token",[105,700,701,703,706,709],{},[126,702,315],{},[126,704,705],{},"✅",[126,707,708],{},"❌",[126,710,708],{},[27,712,713,714,717],{},"DeepSeek V4 的编程能力约为 Claude Sonnet 4 的 75-80%，但",[43,715,716],{},"API 价格只有 Claude 的 1\u002F100","。对于日常补全和中等复杂度的 Agent 任务，性价比极高。",[621,719,721],{"id":720},"_128k-上下文","128K 上下文",[27,723,724],{},"128K token 上下文可以覆盖大部分中型项目的单次分析需求：",[37,726,727,730,733],{},[40,728,729],{},"约 3-5 万行代码",[40,731,732],{},"完整的 API 文档 + 代码库",[40,734,735],{},"长对话历史 + 项目上下文",[27,737,738],{},"对于超大型项目（10 万行+），需要配合 RAG 或分块策略。",[621,740,741],{"id":741},"多语言编程支持",[27,743,744],{},"DeepSeek Coder 在以下语言表现最好：",[99,746,747,760],{},[102,748,749],{},[105,750,751,754,757],{},[108,752,753],{},"语言",[108,755,756],{},"补全质量",[108,758,759],{},"Agent 能力",[121,761,762,771,780,789,799,808],{},[105,763,764,767,769],{},[126,765,766],{},"Python",[126,768,679],{},[126,770,682],{},[105,772,773,776,778],{},[126,774,775],{},"JavaScript\u002FTypeScript",[126,777,679],{},[126,779,682],{},[105,781,782,785,787],{},[126,783,784],{},"Java",[126,786,682],{},[126,788,682],{},[105,790,791,794,796],{},[126,792,793],{},"Go",[126,795,682],{},[126,797,798],{},"★★★☆☆",[105,800,801,804,806],{},[126,802,803],{},"C\u002FC++",[126,805,682],{},[126,807,798],{},[105,809,810,813,815],{},[126,811,812],{},"Rust",[126,814,798],{},[126,816,798],{},[22,818,819],{"id":819},"使用方式",[621,821,823],{"id":822},"方式-1api-vs-code-continue推荐","方式 1：API + VS Code Continue（推荐）",[825,826,830],"pre",{"className":827,"code":828,"language":829,"meta":482,"style":482},"language-bash shiki shiki-themes github-light github-dark","# 1. 安装 VS Code Continue 插件\n# 2. 配置 config.json\n{\n  \"models\": [{\n    \"title\": \"DeepSeek V4\",\n    \"provider\": \"openai\",\n    \"model\": \"deepseek-chat\",\n    \"apiBase\": \"https:\u002F\u002Fapi.deepseek.com\u002Fv1\",\n    \"apiKey\": \"your-api-key\"\n  }]\n}\n# 3. 开始使用\n","bash",[239,831,832,841,846,852,865,876,887,898,909,920,926,932],{"__ignoreMap":482},[833,834,837],"span",{"class":835,"line":836},"line",1,[833,838,840],{"class":839},"sJ8bj","# 1. 安装 VS Code Continue 插件\n",[833,842,843],{"class":835,"line":486},[833,844,845],{"class":839},"# 2. 配置 config.json\n",[833,847,848],{"class":835,"line":483},[833,849,851],{"class":850},"sVt8B","{\n",[833,853,854,858,862],{"class":835,"line":556},[833,855,857],{"class":856},"sScJk","  \"models\"",[833,859,861],{"class":860},"sj4cs",":",[833,863,864],{"class":850}," [{\n",[833,866,867,870,872],{"class":835,"line":497},[833,868,869],{"class":856},"    \"title\"",[833,871,861],{"class":860},[833,873,875],{"class":874},"sZZnC"," \"DeepSeek V4\",\n",[833,877,879,882,884],{"class":835,"line":878},6,[833,880,881],{"class":856},"    \"provider\"",[833,883,861],{"class":860},[833,885,886],{"class":874}," \"openai\",\n",[833,888,890,893,895],{"class":835,"line":889},7,[833,891,892],{"class":856},"    \"model\"",[833,894,861],{"class":860},[833,896,897],{"class":874}," \"deepseek-chat\",\n",[833,899,901,904,906],{"class":835,"line":900},8,[833,902,903],{"class":856},"    \"apiBase\"",[833,905,861],{"class":860},[833,907,908],{"class":874}," \"https:\u002F\u002Fapi.deepseek.com\u002Fv1\",\n",[833,910,912,915,917],{"class":835,"line":911},9,[833,913,914],{"class":856},"    \"apiKey\"",[833,916,861],{"class":860},[833,918,919],{"class":874}," \"your-api-key\"\n",[833,921,923],{"class":835,"line":922},10,[833,924,925],{"class":850},"  }]\n",[833,927,929],{"class":835,"line":928},11,[833,930,931],{"class":850},"}\n",[833,933,935],{"class":835,"line":934},12,[833,936,937],{"class":839},"# 3. 开始使用\n",[27,939,940],{},"月成本：¥5-20（日常补全 + 偶尔 Agent 任务）",[621,942,944],{"id":943},"方式-2api-clineagent-模式","方式 2：API + Cline（Agent 模式）",[27,946,947],{},"Cline 是 VS Code 的 Agent 插件，配合 DeepSeek V4 可以实现：",[37,949,950,953,956,959],{},[40,951,952],{},"多文件修改",[40,954,955],{},"自动跑测试",[40,957,958],{},"终端命令执行",[40,960,961],{},"Bug 修复",[27,963,964],{},"月成本：¥10-50（取决于 Agent 任务频率）",[621,966,968],{"id":967},"方式-3本地部署","方式 3：本地部署",[825,970,972],{"className":827,"code":971,"language":829,"meta":482,"style":482},"# 使用 Ollama 本地部署\nollama pull deepseek-coder-v2:16b\n# 或使用 vLLM 部署 236B 完整版\npython -m vllm.entrypoints.openai.api_server --model deepseek-ai\u002Fdeepseek-coder-v2-instruct\n",[239,973,974,979,990,995],{"__ignoreMap":482},[833,975,976],{"class":835,"line":836},[833,977,978],{"class":839},"# 使用 Ollama 本地部署\n",[833,980,981,984,987],{"class":835,"line":486},[833,982,983],{"class":856},"ollama",[833,985,986],{"class":874}," pull",[833,988,989],{"class":874}," deepseek-coder-v2:16b\n",[833,991,992],{"class":835,"line":483},[833,993,994],{"class":839},"# 或使用 vLLM 部署 236B 完整版\n",[833,996,997,1000,1003,1006,1009],{"class":835,"line":556},[833,998,999],{"class":856},"python",[833,1001,1002],{"class":860}," -m",[833,1004,1005],{"class":874}," vllm.entrypoints.openai.api_server",[833,1007,1008],{"class":860}," --model",[833,1010,1011],{"class":874}," deepseek-ai\u002Fdeepseek-coder-v2-instruct\n",[27,1013,1014],{},"本地部署需要：",[37,1016,1017,1020],{},[40,1018,1019],{},"16B 模型：~12GB VRAM（RTX 4090 可跑）",[40,1021,1022],{},"236B 模型：~480GB VRAM（多卡服务器）",[22,1024,1025],{"id":1025},"价格对比",[99,1027,1028,1041],{},[102,1029,1030],{},[105,1031,1032,1035,1038],{},[108,1033,1034],{},"方案",[108,1036,1037],{},"月成本",[108,1039,1040],{},"体验",[121,1042,1043,1054,1065,1076,1087,1096],{},[105,1044,1045,1048,1051],{},[126,1046,1047],{},"DeepSeek API + Continue",[126,1049,1050],{},"¥5-20",[126,1052,1053],{},"接近 Copilot 补全",[105,1055,1056,1059,1062],{},[126,1057,1058],{},"DeepSeek API + Cline",[126,1060,1061],{},"¥10-50",[126,1063,1064],{},"接近 Cursor Agent",[105,1066,1067,1070,1073],{},[126,1068,1069],{},"Cursor Pro",[126,1071,1072],{},"¥145 ($20)",[126,1074,1075],{},"最佳体验",[105,1077,1078,1081,1084],{},[126,1079,1080],{},"GitHub Copilot",[126,1082,1083],{},"¥72 ($10)",[126,1085,1086],{},"补全标杆",[105,1088,1089,1091,1093],{},[126,1090,264],{},[126,1092,280],{},[126,1094,1095],{},"国产补全标杆",[105,1097,1098,1101,1104],{},[126,1099,1100],{},"本地部署",[126,1102,1103],{},"¥0（电费）",[126,1105,1106],{},"需要 GPU",[27,1108,1109,1112,1113,1116],{},[43,1110,1111],{},"结论","：DeepSeek API + Continue\u002FCline 是",[43,1114,1115],{},"性价比最高的 AI 编程方案","，月成本 ¥10-50 即可获得接近 Cursor 的体验。",[22,1118,1119],{"id":1119},"与同类对比",[99,1121,1122,1137],{},[102,1123,1124],{},[105,1125,1126,1128,1130,1132,1134],{},[108,1127,256],{},[108,1129,580],{},[108,1131,264],{},[108,1133,12],{},[108,1135,1136],{},"MarsCode",[121,1138,1139,1155,1168,1180,1193,1205,1219,1232],{},[105,1140,1141,1144,1147,1150,1152],{},[126,1142,1143],{},"类型",[126,1145,1146],{},"开源模型 + 插件",[126,1148,1149],{},"IDE 插件",[126,1151,1149],{},[126,1153,1154],{},"IDE 插件 + IDE",[105,1156,1157,1159,1161,1163,1166],{},[126,1158,315],{},[126,1160,705],{},[126,1162,708],{},[126,1164,1165],{},"✅ 模型开源",[126,1167,708],{},[105,1169,1170,1172,1174,1176,1178],{},[126,1171,1100],{},[126,1173,705],{},[126,1175,708],{},[126,1177,705],{},[126,1179,708],{},[105,1181,1182,1184,1187,1189,1191],{},[126,1183,113],{},[126,1185,1186],{},"免费\u002F极低",[126,1188,280],{},[126,1190,280],{},[126,1192,280],{},[105,1194,1195,1197,1199,1201,1203],{},[126,1196,756],{},[126,1198,682],{},[126,1200,682],{},[126,1202,798],{},[126,1204,682],{},[105,1206,1207,1209,1212,1214,1217],{},[126,1208,759],{},[126,1210,1211],{},"★★★★☆ (需配 Cline)",[126,1213,798],{},[126,1215,1216],{},"★★☆☆☆",[126,1218,682],{},[105,1220,1221,1224,1226,1228,1230],{},[126,1222,1223],{},"中文体验",[126,1225,679],{},[126,1227,679],{},[126,1229,682],{},[126,1231,682],{},[105,1233,1234,1237,1240,1242,1244],{},[126,1235,1236],{},"开箱即用",[126,1238,1239],{},"❌ 需配置",[126,1241,705],{},[126,1243,705],{},[126,1245,705],{},[27,1247,1248,1251],{},[43,1249,1250],{},"选型建议","：",[37,1253,1254,1257,1260,1263],{},[40,1255,1256],{},"想要开箱即用 → 通义灵码 \u002F MarsCode",[40,1258,1259],{},"想要本地部署\u002F开源 → DeepSeek Coder",[40,1261,1262],{},"想要最强 Agent 体验 → DeepSeek API + Cline",[40,1264,1265],{},"想要零成本 → 本地部署 DeepSeek + Continue",[22,1267,1269],{"id":1268},"faq","FAQ",[27,1271,1272,1275],{},[43,1273,1274],{},"Q：DeepSeek V4 和 DeepSeek Coder V2 什么区别？","\nV4 是通用大模型（编程能力强），Coder V2 是专门的编程模型。V4 整体能力更强，推荐用 V4。Coder V2 适合本地部署（有 16B 小模型版本）。",[27,1277,1278,1281],{},[43,1279,1280],{},"Q：DeepSeek API 稳定吗？","\n2026 年 V4 全面开放后稳定性大幅提升，API 可用率约 99.5%。高峰期偶有延迟增高，但不影响日常使用。",[27,1283,1284,1287],{},[43,1285,1286],{},"Q：能替代 Cursor 吗？","\n补全可以替代，Agent 能力差一截。DeepSeek + Cline 的 Agent 体验约为 Cursor 的 70-80%，但成本只有 1\u002F10。预算敏感的用户完全可以接受。",[27,1289,1290,1293],{},[43,1291,1292],{},"Q：本地部署需要什么硬件？","\n16B 量化版需要 ~12GB VRAM（RTX 4090 \u002F RTX 3090 可跑）。完整 236B 需要多卡服务器（8×A100 80GB）。大多数个人用户选择 API 方式更实际。",[27,1295,1296,1299,1300,1303],{},[43,1297,1298],{},"Q：和 Kimi Code \u002F MiMo Code 比，DeepSeek Coder 优势在哪？","\nDeepSeek 的优势是",[43,1301,1302],{},"生态成熟","——API 稳定、社区大、工具链完善（Continue\u002FCline\u002FAider 都支持）。Kimi Code 和 MiMo Code 更新更激进但生态还在建设期。",[22,1305,426],{"id":426},[37,1307,1308,1314,1320,1326,1332,1338],{},[40,1309,1310],{},[432,1311,1313],{"href":1312},"\u002Fcoding\u002Fcopilot\u002Fcodegeex.html","CodeGeeX 工具卡",[40,1315,1316],{},[432,1317,1319],{"href":1318},"\u002Fcoding\u002Fcopilot\u002Ftongyi-lingma.html","通义灵码 工具卡",[40,1321,1322],{},[432,1323,1325],{"href":1324},"\u002Fcoding\u002Fcopilot\u002Fmarscode.html","MarsCode 工具卡",[40,1327,1328],{},[432,1329,1331],{"href":1330},"\u002Freview\u002Fcopilot-four-comparison.html","国产 Copilot 四强横评",[40,1333,1334],{},[432,1335,1337],{"href":1336},"\u002Fcoding\u002Fagent\u002Fcontinue.html","Continue 工具卡",[40,1339,1340],{},[432,1341,1343],{"href":1342},"\u002Fcoding\u002Fcli\u002Fcline.html","Cline 工具卡",[1345,1346,1347],"style",{},"html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":482,"searchDepth":483,"depth":483,"links":1349},[1350,1351,1356,1361,1362,1363,1364],{"id":589,"depth":486,"text":589},{"id":35,"depth":486,"text":35,"children":1352},[1353,1354,1355],{"id":623,"depth":483,"text":624},{"id":720,"depth":483,"text":721},{"id":741,"depth":483,"text":741},{"id":819,"depth":486,"text":819,"children":1357},[1358,1359,1360],{"id":822,"depth":483,"text":823},{"id":943,"depth":483,"text":944},{"id":967,"depth":483,"text":968},{"id":1025,"depth":486,"text":1025},{"id":1119,"depth":486,"text":1119},{"id":1268,"depth":486,"text":1269},{"id":426,"depth":486,"text":426},"\u002Fimg\u002Ftools\u002Fdeepseek-coder.webp","DeepSeek Coder 2026 真实评测：深度求索出品的开源编程模型，V4 API 全面开放、128K 上下文、配合 VS Code Continue\u002FCline 可免费实现 Cursor 级体验。本文整理核心能力、本地部署、与 CodeGeeX\u002F通义灵码对比、适用场景。","https:\u002F\u002Fgithub.com\u002Fdeepseek-ai\u002FDeepSeek-Coder",[516,517],{},[1371,1372],"deepseek-v4","deepseek-coder-v2",[1374,1375,1376,1377],"需要开箱即用的 IDE 插件体验（需要自行配置工具链）","需要最强模型能力（DeepSeek 略弱于 Claude Sonnet 4）","没有 GPU 且不想用 API 的用户","需要企业级管控和审计的团队","\u002Ftools\u002Fcoding\u002Fcopilot\u002Fdeepseek-coder",[1380,1381,1382,1383],"web","windows","macos","linux",[1385,1390],{"plan":1386,"price":1387,"limit":1388,"cn_pay":1389,"note":1106},"开源模型","$0","自行部署，无限制","—",{"plan":1391,"price":692,"limit":1392,"cn_pay":1393,"note":1394},"API（V4）","按量计费","✅ 支付宝\u002F微信","最便宜的顶级 API","免费（开源模型）\u002F API 按 token 计费","2026-07-04",{"power":556,"ux":483,"price":497,"cn_support":497,"stability":556},{"title":580,"description":1366},"DeepSeek Coder 评测 2026：深度求索开源编程模型，V4 API 全面开放","coding\u002Fcopilot\u002Fdeepseek-coder",[1402,1405,1407,1410,1413],{"title":1403,"url":1404},"DeepSeek 官网","https:\u002F\u002Fwww.deepseek.com",{"title":1406,"url":1367},"DeepSeek Coder GitHub",{"title":1408,"url":1409},"DeepSeek V4 + VS Code 实测","https:\u002F\u002Fm.toutiao.com\u002Fgroup\u002F7651498750988485166\u002F",{"title":1411,"url":1412},"国产之光 DeepSeek Code","https:\u002F\u002Fm.toutiao.com\u002Fgroup\u002F7649438670730117659\u002F",{"title":1414,"url":1415},"DeepSeek 本地部署指南","https:\u002F\u002Fblog.csdn.net\u002Fgitblog_00848\u002Farticle\u002Fdetails\u002F151922381","tools\u002Fcoding\u002Fcopilot\u002Fdeepseek-coder",[1418,1419,1420,1421,1422],"预算敏感的个人开发者（免费或极低成本）","需要本地部署 \u002F 私有化的团队","中文注释为主的代码库","想要 BYOK 自由切换模型的用户","配合 Continue\u002FCline 在 VS Code 里实现 Agent 编程","深度求索开源编程模型，V4 API 全面开放，国产编程之光",[496,1425,1426,1427,1428,1429],"deepseek","opensource","chinese","local-deploy","api","国产开源编程模型标杆。V4 API 全面开放、128K 上下文、配合 Continue\u002FCline 可免费实现 Cursor 级体验。中文理解一流，本地部署友好，但需要自行搭建工具链。","5tASkstzUFsuRvobW5i6wJvn7nvUQ6bYoSbrbLtC15I",1784565441870]