\n| \u901a\u7528\u7ed3\u8bba<\/td>\n | deepseek-v4-flash \u662f\u5f53\u524d\u7f51\u5173\u4e0b\u6700\u4f73\u7f16\u7801\u6a21\u578b（\u6bd4 glm_for_coding \u5feb 5-15 \u500d）<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u9605\u8bfb\u5bfc\u822a：\u60f3\u590d\u73b0\u6d4b\u8bd5\u770b \u6d4b\u8bd5\u65b9\u6cd5；\u60f3\u6311\u5de5\u5177\u770b \u6700\u7ec8\u63a8\u8350；\u60f3\u770b\u5404\u5de5\u5177\u5b9e\u9645\u5199\u7684\u4ee3\u7801\u770b \u6d4b\u8bd5\u4ea7\u7269\u5168\u96c6；\u60f3\u907f\u5751\u770b \u90e8\u7f72\u4e0e\u914d\u7f6e\u5751；\u60f3\u6838\u5bf9\u6570\u5b57\u770b Token \u8bc1\u636e\u94fe\u3002<\/p>\n
\n\u6d4b\u8bd5\u65b9\u6cd5（\u5b8c\u6574\u7248）<\/h3>\n1. \u6d4b\u8bd5\u9898（\u9010\u5b57\u539f\u6587，\u6240\u6709\u5de5\u5177\u6536\u5230\u7684 prompt \u5b8c\u5168\u76f8\u540c）<\/h4>\nCreate todo.py (Python CLI todo app with add\/list\/done\/delete commands and JSON persistence) and test_todo.py (pytest unit tests). Run the tests and make sure they pass.<\/p>\n \u4e2d\u6587\u7ffb\u8bd1：\u521b\u5efa todo.py（\u5e26 add\/list\/done\/delete \u547d\u4ee4\u548c JSON \u6301\u4e45\u5316\u7684 Python CLI \u5f85\u529e\u5e94\u7528）\u548c test_todo.py（pytest \u5355\u5143\u6d4b\u8bd5）\u3002\u8fd0\u884c\u6d4b\u8bd5\u5e76\u786e\u4fdd\u5168\u90e8\u901a\u8fc7\u3002<\/p>\n \u8fd9\u4e2a\u6d4b\u8bd5\u9898\u8003\u5bdf\u7684\u80fd\u529b：<\/p>\n \n- \u7406\u89e3\u9700\u6c42\u5e76\u62c6\u89e3（CLI \u547d\u4ee4\u8bbe\u8ba1\u3001JSON \u5b58\u50a8\u8bbe\u8ba1）<\/li>\n
- \u5199\u51fa\u53ef\u6d4b\u8bd5\u7684\u4ee3\u7801（\u51fd\u6570\/\u7c7b\u7ed3\u6784\u53ef\u88ab pytest \u5f15\u7528）<\/li>\n
- \u81ea\u5df1\u5199\u6d4b\u8bd5\u7528\u4f8b\u8986\u76d6\u529f\u80fd<\/li>\n
- \u6267\u884c\u6d4b\u8bd5\u3001\u53d1\u73b0\u5931\u8d25\u3001\u4fee\u590d\u5230\u5168\u8fc7（\u81ea\u6211\u9a8c\u8bc1\u95ed\u73af）<\/li>\n
- \u5de5\u5177\u94fe\u4f7f\u7528（argparse\u3001json\u3001pytest\u3001\u6587\u4ef6\u8bfb\u5199）<\/li>\n<\/ul>\n
2. \u7edf\u4e00\u73af\u5883<\/h4>\n\n\u9879\u503c<\/tr>\n \n\n| \u6d4b\u8bd5\u65e5\u671f<\/td>\n | 2026-08-04<\/td>\n<\/tr>\n | \n| \u6a21\u578b<\/td>\n | deepseek-v4-flash（\u7edf\u4e00，\u901a\u8fc7\u7f51\u5173 https:\/\/api.myagentlab.homes\/v1）<\/td>\n<\/tr>\n | \n| API key<\/td>\n | \u540c\u4e00\u628a\u7f51\u5173 key（\u7528\u6237\u63d0\u4f9b，\u89c1 credentials）<\/td>\n<\/tr>\n | \n| \u7cfb\u7edf<\/td>\n | root \u7528\u6237，Linux<\/td>\n<\/tr>\n | \n| Python<\/td>\n | 3.13.5<\/td>\n<\/tr>\n | \n| pytest<\/td>\n | 9.1.1（venv: \/tmp\/bench-venv，\u7cfb\u7edf\u65e0 pip \u6545\u7528 uv \u5efa venv \u88c5）<\/td>\n<\/tr>\n | \n| \u5de5\u4f5c\u76ee\u5f55<\/td>\n | \/home\/agent\/coding-benchmark\/test-<\u5de5\u5177\u540d>\/（\u6bcf\u5de5\u5177\u72ec\u7acb\u76ee\u5f55，\u4e92\u4e0d\u5e72\u6270）<\/td>\n<\/tr>\n | \n| \u6267\u884c\u65b9\u5f0f<\/td>\n | 7 \u5de5\u5177\u5e76\u884c\u540e\u53f0\u8fd0\u884c（\u540c\u6a21\u578b\u540c key \u540c\u65f6\u8dd1，\u7f51\u5173\u7ade\u4e89\u73af\u5883\u4e00\u81f4）<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n3. \u6bcf\u4e2a\u5de5\u5177\u7684\u5177\u4f53\u6267\u884c\u547d\u4ee4（\u5b9e\u6d4b\u7528\u7684\u771f\u5b9e\u547d\u4ee4）<\/h4>\n\n\u5de5\u5177\u542f\u52a8\u547d\u4ee4\u5907\u6ce8<\/tr>\n \n\n| Claude Code<\/td>\n | claude -p "<\u6d4b\u8bd5\u9898>" –model deepseek-v4-flash –allowedTools 'Bash,Write,Read,Edit' –output-format stream-json –verbose<\/td>\n | root \u4e0d\u80fd\u7528 –dangerously-skip-permissions<\/td>\n<\/tr>\n | \n| OpenCode<\/td>\n | opencode run "<\u6d4b\u8bd5\u9898>"<\/td>\n | \u9879\u76ee\u7ea7 opencode.json \u914d myagentlab provider<\/td>\n<\/tr>\n | \n| Codex<\/td>\n | codex exec –dangerously-bypass-approvals-and-sandbox –skip-git-repo-check –json '<\u6d4b\u8bd5\u9898>'<\/td>\n | config.toml \u914d wire_api=chat<\/td>\n<\/tr>\n | \n| Cline<\/td>\n | cline –json "<\u6d4b\u8bd5\u9898>"<\/td>\n | cline auth openai \u914d\u597d；team_status bug \u9700 enableTeams:false \u7f13\u89e3<\/td>\n<\/tr>\n | \n| Kilo<\/td>\n | kilo run -m myagentlab\/deepseek-v4-flash "<\u6d4b\u8bd5\u9898>"<\/td>\n | kilo.jsonc \u914d myagentlab provider<\/td>\n<\/tr>\n | \n| Crush<\/td>\n | crush run -m myagentlab\/deepseek-v4-flash "<\u6d4b\u8bd5\u9898>"<\/td>\n | crush.json \u914d myagentlab provider<\/td>\n<\/tr>\n | \n| Goose<\/td>\n | goose run -t '<\u6d4b\u8bd5\u9898>' –provider myagentlab –model deepseek-v4-flash<\/td>\n | \u9700\u81ea\u5b9a\u4e49 provider + supports_streaming:false<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n4. \u5224\u5b9a\u6807\u51c6<\/h4>\n\n- \u901a\u8fc7 = \u8be5\u5de5\u5177\u81ea\u5df1\u751f\u6210\u7684 test_todo.py \u7528 pytest \u8dd1\u901a（\/tmp\/bench-venv\/bin\/python -m pytest test_todo.py），\u6d4b\u8bd5\u6570\u91cf\u7531\u5de5\u5177\u81ea\u5df1\u51b3\u5b9a（22\/12\/13\/24\/10\/13\/17 \u5404\u4e0d\u76f8\u540c）<\/li>\n
- \u8017\u65f6 = \u4ece\u542f\u52a8\u547d\u4ee4\u5230\u8fdb\u7a0b\u9000\u51fa（\u542b\u6a21\u578b\u9996 token \u5ef6\u8fdf + \u5de5\u5177\u81ea\u6211\u8fed\u4ee3）<\/li>\n
- token \u6570\u636e = \u5404\u5de5\u5177\u672c\u5730\u8bb0\u5f55（\u6765\u6e90\u89c1"Token \u6570\u636e\u8bc1\u636e\u94fe"\u7ae0\u8282）<\/li>\n
- \u4ee3\u7801\u8d28\u91cf = \u4eba\u5de5\u68c0\u67e5\u4ea7\u7269（\u6d4b\u8bd5\u8986\u76d6\u3001\u8fb9\u754c\u5904\u7406\u3001\u53ef\u8bfb\u6027）<\/li>\n<\/ul>\n
5. \u6d4b\u8bd5\u7684\u5c40\u9650\u4e0e\u5df2\u77e5\u504f\u5dee（\u8bda\u5b9e\u58f0\u660e）<\/h4>\n - Cline \u7684 24\/24 \u662f\u4fee\u590d\u540e\u7684：\u539f\u59cb 22\/24（2 \u4e2a\u4ee3\u7801 bug），\u6211\u624b\u52a8\u4fee\u590d\u4e86\u8fd9 2 \u4e2a bug \u540e\u590d\u9a8c 24\/24\u3002\u7eaf\u5de5\u5177\u4ea7\u51fa\u662f 22\/24\u3002<\/li>\n
- Codex token \u662f\u4f30\u7b97\u503c：\u672c\u5730\u4e0d\u8bb0\u5f55 usage，\u7f51\u5173\u65e0\u5206 key \u660e\u7ec6，\u6309 6 \u8f6e\u8bf7\u6c42 \u00d7 \u7d2f\u79ef\u4e0a\u4e0b\u6587\u4f30\u7b97\u3002\u6210\u672c ~$0.027 \u662f\u6309 deepseek \u5b9a\u4ef7\u5012\u63a8\u3002<\/li>\n
- Crush \u7684 completion_tokens=40 \u7591\u4f3c\u8bb0\u5f55 bug：\u5b9e\u9645\u751f\u6210\u4e86 124 \u884c\u4ee3\u7801，40 token \u4e0d\u53ef\u80fd，\u7591\u4f3c\u53ea\u8bb0\u672b\u6b21\u8bf7\u6c42\u3002<\/li>\n
- \u5e76\u884c\u6d4b\u8bd5\u7684\u7ade\u4e89\u5f71\u54cd：7 \u5de5\u5177\u540c\u65f6\u8dd1，\u5171\u4eab\u7f51\u5173 key\u3002\u9996\u8f6e glm_for_coding \u6d4b\u8bd5\u65f6\u540e\u53f0\u8fd8\u6709 MRS refactor \u4efb\u52a1（PID 636956）\u5e76\u53d1\u6d88\u8017\u540c key，\u5bfc\u81f4\u7f51\u5173 GLM \u6e20\u9053\u9996 token 40-70s \u5ef6\u8fdf，\u95f4\u63a5\u5bfc\u81f4 Codex \u5728 glm \u4e0b 4 \u6b21\u8d85\u65f6\u5931\u8d25\u2014\u2014\u6362 deepseek \u540e 1.7s \u9996 token，\u8be5\u5e72\u6270\u6d88\u5931\u3002<\/li>\n
- \u6d4b\u8bd5\u9898\u504f\u7b80\u5355：todo.py \u662f\u5e38\u89c4 CRUD \u5e94\u7528，\u8003\u5bdf\u7684\u662f"\u5de5\u5177\u80fd\u5426\u5b8c\u6210\u6807\u51c6\u5de5\u7a0b\u4efb\u52a1"，\u4e0d\u6d89\u53ca\u5927\u578b\u4ee3\u7801\u5e93\u5bfc\u822a\u3001\u591a\u6587\u4ef6\u91cd\u6784\u3001\u590d\u6742\u8c03\u8bd5\u7b49\u9ad8\u7ea7\u573a\u666f\u3002<\/li>\n
- CLI \u6a21\u5f0f vs \u771f\u5b9e\u573a\u666f：Cline\/Kilo \u7684\u771f\u5b9e\u5f62\u6001\u662f VS Code \u6269\u5c55，\u6b64\u5904\u6d4b\u7684\u662f\u5b83\u4eec\u7684 CLI \u7248；Goose\/Crush \u662f CLI \u539f\u751f\u3002Claude Code\/Codex\/OpenCode \u4e5f\u4e3b\u8981\u662f\u7ec8\u7aef\u5de5\u5177\u3002<\/li>\n
6. \u4e3a\u4ec0\u4e48\u9009 deepseek-v4-flash（\u51b3\u7b56\u8fc7\u7a0b）<\/h4>\n\n- \u9996\u8f6e\u7528 glm_for_coding（\u7f51\u5173 GLM \u6e20\u9053）：\u9996 token 40-70 \u79d2，\u6bcf\u5de5\u5177 7-9 \u5206\u949f，\u4e14 Codex heredoc \u8f6c\u4e49\u9519\u4e71\u3001Crush \u6709 DEFAULT_FILE bug<\/li>\n
- \u7528\u6237\u5efa\u8bae\u6d4b\u8bd5 deepseek \u6a21\u578b \u2192 \u5b9e\u6d4b 1.7s \u9996 token，\u4e14 Codex\/Crush \u7684\u95ee\u9898\u81ea\u52a8\u6d88\u5931<\/li>\n
- \u6700\u7ec8\u7edf\u4e00\u7528 deepseek-v4-flash \u91cd\u6d4b\u5168\u90e8 7 \u5de5\u5177（\u7b2c\u4e8c\u8f6e），\u4fdd\u8bc1\u516c\u5e73<\/li>\n
- \u9996\u8f6e glm \u6570\u636e\u4ec5\u4f5c\u5bf9\u7167\u53c2\u8003，\u6392\u540d\u4ee5 deepseek \u8f6e\u4e3a\u51c6<\/li>\n<\/ul>\n
\u7ed3\u679c\u603b\u8868<\/h3>\n\n\u6392\u540d\u5de5\u5177\u7248\u672c\u6d4b\u8bd5\u7ed3\u679c\u8017\u65f6Input tokensCache readOutput tokens\u4ee3\u7801\u91cf<\/tr>\n \n\n| 🥇<\/td>\n | OpenCode<\/td>\n | 1.18.12<\/td>\n | \u2705 12\/12<\/td>\n | 32s<\/td>\n | 11,749<\/td>\n | 40,576<\/td>\n | 1,992<\/td>\n | 115+94 \u884c<\/td>\n<\/tr>\n | \n| 🥈<\/td>\n | Claude Code<\/td>\n | 2.1.220<\/td>\n | \u2705 22\/22<\/td>\n | 134s<\/td>\n | 227,467<\/td>\n | 190,976<\/td>\n | 12,435<\/td>\n | 141+182 \u884c<\/td>\n<\/tr>\n | \n| 🥉<\/td>\n | Codex<\/td>\n | 0.50.0<\/td>\n | \u2705 13\/13<\/td>\n | 78s<\/td>\n | ~132K (\u4f30)*<\/td>\n | \u2014<\/td>\n | ~12K (\u4f30)*<\/td>\n | \u7ea6 180 \u884c<\/td>\n<\/tr>\n | \n| 4<\/td>\n | Goose<\/td>\n | 1.45.0<\/td>\n | \u2705 17\/17<\/td>\n | 77s<\/td>\n | 80,848<\/td>\n | 43,776<\/td>\n | 6,769<\/td>\n | 126+146 \u884c<\/td>\n<\/tr>\n | \n| 5<\/td>\n | Crush<\/td>\n | go \u7f16\u8bd1\u7248<\/td>\n | \u2705 13\/13<\/td>\n | 66s<\/td>\n | 14,499<\/td>\n | \u65e0\u6b64\u5b57\u6bb5\u2020<\/td>\n | 40\u2021<\/td>\n | 124+102 \u884c<\/td>\n<\/tr>\n | \n| 6<\/td>\n | Cline<\/td>\n | 3.0.49<\/td>\n | \u2705 24\/24 (\u4fee\u590d\u540e)<\/td>\n | 104s<\/td>\n | 11,234<\/td>\n | 5,632<\/td>\n | 6,033<\/td>\n | 154+200 \u884c<\/td>\n<\/tr>\n | \n| 7<\/td>\n | Kilo Code<\/td>\n | 7.4.17<\/td>\n | \u2705 10\/10<\/td>\n | 121s<\/td>\n | 15,488<\/td>\n | 102,272<\/td>\n | 2,291<\/td>\n | 101+74 \u884c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n * Codex \u672c\u5730\u4e0d\u8bb0\u5f55 usage（OpenAI \u517c\u5bb9\u63a5\u53e3），\u7f51\u5173\u65e0\u5206 key \u660e\u7ec6；\u6309\u6210\u529f session \u7684 6 \u8f6e API \u8bf7\u6c42 \u00d7 \u7d2f\u79ef\u4e0a\u4e0b\u6587\u4f30\u7b97（input 12K\u219232K \u9012\u589e），\u5355\u4efb\u52a1\u6210\u672c\u7ea6 $0.027 \u2020 Crush \u7684 crush.db sessions \u8868\u65e0 cache_read \u5b57\u6bb5，\u6545\u65e0\u6570\u636e \u2021 Crush \u8bb0\u5f55\u503c（completion_tokens \u7591\u4f3c\u53ea\u8bb0\u672b\u6b21\u8bf7\u6c42，\u5b9e\u9645\u751f\u6210\u4ee3\u7801\u89c1\u4ea7\u7269）<\/p>\n \u5206\u5de5\u5177\u8be6\u89e3<\/h3>\n🥇 1. OpenCode \u2014 \u7efc\u5408\u6700\u4f18<\/h4>\n\u6700\u5feb（32s）+ \u6700\u7701 token（11.7K input，\u5176\u4ed6\u5de5\u5177\u7684 1\/5-1\/7）+ \u4ee3\u7801\u8d28\u91cf\u8fc7\u5173\u3002<\/p>\n \n- \u6d4b\u8bd5：12\/12 \u901a\u8fc7<\/li>\n
- \u81ea\u52a8\u53d1\u73b0\u9879\u76ee .venv \u91cc\u7684 pytest 9.1.1 \u5e76\u76f4\u63a5\u4f7f\u7528<\/li>\n
- \u5b89\u88c5\u96be\u70b9：GitHub \u4e0b\u8f7d\u6162\u9700\u955c\u50cf（ghfast.top），\u4f46\u914d\u7f6e\u6781\u7b80<\/li>\n
- Token \u6570\u636e：\u672c\u5730 SQLite（~\/.local\/share\/opencode\/opencode.db session \u8868）\u53ef\u7cbe\u786e\u67e5\u8be2<\/li>\n<\/ul>\n
\u914d\u7f6e\u8981\u70b9：<\/p>\n \/\/ \u9879\u76ee\u7ea7 opencode.json<\/span>
\n{<\/span>
\n "provider"<\/span>:<\/span> {<\/span> "myagentlab"<\/span>:<\/span> {<\/span>
\n "npm"<\/span>:<\/span> "@ai-sdk\/openai-compatible"<\/span>,<\/span>
\n "options"<\/span>:<\/span> {<\/span> "baseURL"<\/span>:<\/span> "https:\/\/api.myagentlab.homes\/v1"<\/span>,<\/span> "apiKey"<\/span>:<\/span> "\u89c1 credentials"<\/span> }<\/span>,<\/span>
\n "models"<\/span>:<\/span> {<\/span> "deepseek-v4-flash"<\/span>:<\/span> {<\/span> "name"<\/span>:<\/span> "deepseek-v4-flash"<\/span> }<\/span> }<\/span>
\n }<\/span>}<\/span>,<\/span>
\n "model"<\/span>:<\/span> "myagentlab\/deepseek-v4-flash"<\/span>
\n}<\/span><\/p>\nopencode run "\u4efb\u52a1\u63cf\u8ff0"<\/span><\/p>\n🥈 2. Claude Code \u2014 \u8d28\u91cf\u5929\u82b1\u677f<\/h4>\n\u4ee3\u7801\u8d28\u91cf\u6700\u9ad8（22 \u4e2a\u6d4b\u8bd5\u6700\u591a\u6700\u5168），\u4f46 token \u6d88\u8017\u6700\u5927\u3002<\/p>\n \n- \u6d4b\u8bd5：22\/22 \u901a\u8fc7<\/li>\n
- \u4eae\u70b9：\u81ea\u5df1\u53d1\u73b0\u5e76\u4fee\u590d\u4e86 mktemp \u7a7a\u6587\u4ef6\u5bfc\u81f4 json.load \u5d29\u6e83\u7684 bug（\u52a0\u4e86\u7a7a\u6587\u4ef6\u5bb9\u9519 + 2 \u4e2a\u5bf9\u5e94\u6d4b\u8bd5）；\u7528 next_id \u8ba1\u6570\u5668\u4fdd\u8bc1\u5220\u9664\u540e id \u4e0d\u590d\u7528<\/li>\n
- \u7cfb\u7edf\u63d0\u793a\u8bcd\u6700\u5b8c\u5584，\u5de5\u5177\u5b9a\u4e49\u6700\u5168\u2014\u2014\u8fd9\u4e5f\u662f\u5b83 token \u5927\u7684\u539f\u56e0<\/li>\n
- \u751f\u6001\u6700\u5927（134K stars）\u3001\u6587\u6863\u5168\u3001\u6700\u6210\u719f<\/li>\n<\/ul>\n
Token \u5206\u6790： input 227K \u4e2d 190K \u662f cache read（\u4ef7\u683c\u662f\u6b63\u5e38 input \u7684 1\/10），\u5b9e\u9645\u65b0\u8ba1\u7b97 ~36K，\u5e76\u975e\u5168\u4ef7\u6d88\u8017\u3002<\/p>\n \u914d\u7f6e\u8981\u70b9：<\/p>\n export<\/span> ANTHROPIC_API_KEY<\/span>=<\/span><<\/span>key><\/span> ANTHROPIC_BASE_URL<\/span>=<\/span>https:\/\/api.myagentlab.homes
\nclaude -p<\/span> "\u4efb\u52a1"<\/span> –model<\/span> deepseek-v4-flash –allowedTools<\/span> 'Bash,Write,Read,Edit'<\/span> –output-format stream-json –verbose<\/span><\/p>\n\u26a0\ufe0f root \u7528\u6237\u4e0d\u80fd\u7528 –dangerously-skip-permissions（\u88ab\u62d2），\u5fc5\u987b\u7528 –allowedTools<\/p>\n 🥉 3. Codex \u2014 \u6a21\u578b\u5bf9\u4e86\u5c31\u8d77\u98de<\/h4>\n\u6362 deepseek \u540e\u4ece"\u5931\u8d25\u00d74"\u53d8"13\/13 \u901a\u8fc7\u300178s"，\u4f46 token \u6570\u636e\u7f3a\u5931 + \u6709\u63a8\u7406\u6a21\u578b\u517c\u5bb9\u9690\u60a3\u3002<\/p>\n \n- \u6d4b\u8bd5：13\/13 \u901a\u8fc7，\u8fd8\u505a\u4e86\u5b8c\u6574 smoke test（add\u2192done\u2192list\u2192delete \u7aef\u5230\u7aef）<\/li>\n
- \u91cd\u8981\u5386\u53f2：glm_for_coding \u4e0b\u5931\u8d25 4 \u6b21（heredoc \u88ab chr(39) \u8f6c\u4e49\u641e\u574f\u3001\u4ee3\u7801\u6d4b\u8bd5\u4e0d\u4e00\u81f4\u3001\u8fde\u63a5\u5361\u6b7b）\u2014\u2014\u662f\u6a21\u578b\u95ee\u9898\u4e0d\u662f Codex \u95ee\u9898<\/li>\n
- \u9690\u60a3：deepseek \u662f\u63a8\u7406\u6a21\u578b，Codex \u591a\u8f6e\u5bf9\u8bdd\u65f6\u89e6\u53d1 reasoning_content \u5fc5\u987b\u56de\u4f20 400 \u62a5\u9519\u2014\u2014\u590d\u6742\u591a\u8f6e\u4efb\u52a1\u4f1a\u968f\u673a\u6302，\u53ea\u9002\u5408\u5355\u8f6e\/\u7b80\u5355\u4efb\u52a1<\/li>\n
- Terminal-Bench 2.1 \u6392\u540d\u7b2c\u4e00（83.4%）\u7684\u5de5\u5177，\u80fd\u529b\u672c\u8eab\u6700\u5f3a<\/li>\n
- Token \u8bf4\u660e：\u672c\u5730 session \u4e0d\u8bb0\u5f55 usage；\u66fe\u5c1d\u8bd5"\u8d26\u5355\u524d\u540e\u5dee\u503c\u6cd5"\u4f46\u7f51\u5173\u4e3a\u5171\u4eab key（\u540e\u53f0\u6709 MRS refactor \u7b49\u4efb\u52a1\u5e76\u53d1\u6d88\u8017），\u5dee\u503c $2.09 \u4e0d\u53ef\u4fe1；\u6700\u7ec8\u6309 6 \u8f6e\u8bf7\u6c42 \u00d7 \u7d2f\u79ef\u4e0a\u4e0b\u6587\u4f30\u7b97 input ~132K \/ output ~12K \/ \u6210\u672c ~$0.027<\/li>\n<\/ul>\n
\u914d\u7f6e\u8981\u70b9：<\/p>\n # ~\/.codex\/config.toml
\nmodel = "deepseek-v4-flash"
\nmodel_provider = "myagentlab"
\n[model_providers.myagentlab]
\nname = "myagentlab"
\nbase_url = "https:\/\/api.myagentlab.homes\/v1"
\nenv_key = "OPENAI_API_KEY"
\nwire_api = "chat"<\/p>\n codex exec<\/span> –dangerously-bypass-approvals-and-sandbox –skip-git-repo-check –json<\/span> '\u4efb\u52a1'<\/span><\/p>\n4. Goose \u2014 \u5927\u5668\u665a\u6210<\/h4>\n\u914d\u7f6e\u5751\u6700\u591a\u4f46\u4fee\u597d\u540e\u5f88\u7a33，17\/17 \u901a\u8fc7，77s\u3002<\/p>\n \n- \u6d4b\u8bd5：17\/17 \u901a\u8fc7，\u4ee3\u7801\u8d28\u91cf\u597d（126 \u884c todo.py \u7ed3\u6784\u6e05\u6670，\u542b\u635f\u574f\u6587\u4ef6\u5bb9\u9519\u3001\u65f6\u95f4\u6233\u3001\u81ea\u52a8\u9012\u589e ID）<\/li>\n
- \u81ea\u5e26\u4efb\u52a1\u7ba1\u7406（todo_write \u5de5\u5177），agent \u4f1a\u81ea\u5df1\u8bb0\u8d26<\/li>\n
- Linux Foundation \u9879\u76ee，48K stars，\u6f5c\u529b\u5927<\/li>\n<\/ul>\n
\u26a0\ufe0f \u914d\u7f6e\u5751（\u90fd\u662f\u5b9e\u6d4b\u8e29\u51fa\u6765\u7684）：<\/p>\n - \u5fc5\u987b\u7528 OPENAI_API_KEY \/ OPENAI_BASE_URL（\u4e0d\u662f GOOSE_API_KEY\/GOOSE_BASE_URL！\u4e4b\u524d\u4e00\u76f4\u8bbe\u9519\u8fde\u9ed8\u8ba4 api.openai.com \u5f53\u7136\u8d85\u65f6）<\/li>\n
- \u6d41\u5f0f\u6a21\u5f0f\u4f1a\u62a5 Stream decode error\u2014\u2014\u5fc5\u987b\u5728 declarative provider \u91cc\u8bbe "supports_streaming": false<\/li>\n
- \u81ea\u5b9a\u4e49 provider \u8981\u653e ~\/.config\/goose\/custom_providers\/<name>.json<\/li>\n
\u914d\u7f6e\u8981\u70b9：<\/p>\n \/\/ ~\/.config\/goose\/custom_providers\/myagentlab.json<\/span>
\n{<\/span>
\n "name"<\/span>:<\/span> "myagentlab"<\/span>,<\/span>
\n "engine"<\/span>:<\/span> "openai"<\/span>,<\/span>
\n "api_key_env"<\/span>:<\/span> "MYAGENTLAB_API_KEY"<\/span>,<\/span>
\n "base_url"<\/span>:<\/span> "https:\/\/api.myagentlab.homes\/v1"<\/span>,<\/span>
\n "models"<\/span>:<\/span> [<\/span> {<\/span> "name"<\/span>:<\/span> "deepseek-v4-flash"<\/span>,<\/span> "context_limit"<\/span>:<\/span> 128000<\/span> }<\/span> ]<\/span>,<\/span>
\n "supports_streaming"<\/span>:<\/span> false<\/span>,<\/span>
\n "requires_auth"<\/span>:<\/span> true<\/span>
\n}<\/span><\/p>\nMYAGENTLAB_API_KEY<\/span>=<\/span><<\/span>key><\/span> goose run -t<\/span> '\u4efb\u52a1'<\/span> –provider<\/span> myagentlab –model<\/span> deepseek-v4-flash<\/p>\n5. Crush \u2014 \u7115\u7136\u4e00\u65b0<\/h4>\n\u4ece glm \u4e0b 13\/14（\u6709 bug）\u53d8\u6210 deepseek \u4e0b 13\/13 \u5168\u8fc7\u300166s，\u4f46\u914d\u7f6e\u6781\u5751 + token \u8bb0\u5f55\u4e0d\u5168\u3002<\/p>\n \n- \u6d4b\u8bd5：13\/13 \u901a\u8fc7（glm_for_coding \u4e0b\u6709\u4e2a DEFAULT_FILE \u7ed1\u5b9a bug，\u6362 deepseek \u540e\u81ea\u52a8\u6d88\u5931）<\/li>\n
- \u901f\u5ea6\u5feb（66s），token \u7701（14.5K input）<\/li>\n
- Charm \u51fa\u54c1，UI \u597d\u770b，\u4f46\u5b9e\u7528\u6027\u4e00\u822c<\/li>\n<\/ul>\n
\u26a0\ufe0f \u914d\u7f6e\u5751：<\/p>\n - \u6b63\u786e\u914d\u7f6e\u6587\u4ef6\u662f ~\/.config\/crush\/crush.json（\u4e0d\u662f config.json！\u6539\u4e86 config.json \u5b8c\u5168\u4e0d\u751f\u6548）<\/li>\n
- \u81ea\u5b9a\u4e49 provider \u7684 models \u5fc5\u987b\u662f\u6570\u7ec4（\u4e0d\u662f\u5bf9\u8c61，\u5426\u5219\u62a5 model not found）<\/li>\n
- crush update-providers \u4f1a\u8986\u76d6 providers.json \u624b\u52a8\u4fee\u6539（\u8fdc\u7a0b\u62c9\u53d6 40 \u4e2a provider）<\/li>\n
- \u8fd0\u884c flag \u662f -m provider\/model（\u5982 -m myagentlab\/deepseek-v4-flash）<\/li>\n
\u914d\u7f6e\u8981\u70b9：<\/p>\n \/\/ ~\/.config\/crush\/crush.json<\/span>
\n{<\/span>
\n "providers"<\/span>:<\/span> {<\/span>
\n "myagentlab"<\/span>:<\/span> {<\/span>
\n "type"<\/span>:<\/span> "openai-compat"<\/span>,<\/span>
\n "base_url"<\/span>:<\/span> "https:\/\/api.myagentlab.homes\/v1"<\/span>,<\/span>
\n "api_key"<\/span>:<\/span> "$MYAGENTLAB_API_KEY"<\/span>,<\/span>
\n "models"<\/span>:<\/span> [<\/span> {<\/span> "id"<\/span>:<\/span> "deepseek-v4-flash"<\/span>,<\/span> "name"<\/span>:<\/span> "DeepSeek V4 Flash"<\/span>,<\/span> "context_window"<\/span>:<\/span> 128000<\/span>,<\/span> "default_max_tokens"<\/span>:<\/span> 8192<\/span> }<\/span> ]<\/span>
\n }<\/span>
\n }<\/span>,<\/span>
\n "defaultModel"<\/span>:<\/span> "myagentlab\/deepseek-v4-flash"<\/span>
\n}<\/span><\/p>\nMYAGENTLAB_API_KEY<\/span>=<\/span><<\/span>key><\/span> crush run -m<\/span> myagentlab\/deepseek-v4-flash "\u4efb\u52a1"<\/span><\/p>\n6. Cline \u2014 \u4fee\u597d\u4ee3\u7801\u540e\u5168\u8fc7，\u4f46 CLI \u6709\u771f bug<\/h4>\n\u539f\u59cb 22\/24（2 \u4e2a\u4ee3\u7801 bug），\u624b\u52a8\u4fee\u590d\u540e 24\/24；\u4f46 CLI \u4e8c\u8fdb\u5236\u6709 team_status \u5d29\u6e83 bug\u3002<\/p>\n \n- \u539f\u59cb\u6d4b\u8bd5：22\/24\u3002\u4e24\u4e2a bug：\n
- _next_id() \u7528\u73b0\u5b58\u4efb\u52a1 max+1，\u5220\u9664\u540e id \u590d\u7528（\u6d4b\u8bd5\u8981\u6c42\u6c38\u4e0d\u590d\u7528）<\/li>\n
- except KeyError: print(f"Error: {exc}") \u4e2d KeyError \u7684 str \u81ea\u5e26\u5f15\u53f7<\/li>\n<\/li>\n
- \u4fee\u590d\u65b9\u6cd5（\u5df2\u9a8c\u8bc1 24\/24）：\u2460 \u52a0 self._max_id \u5b9e\u4f8b\u5c5e\u6027\u6301\u7eed\u9012\u589e \u2461 exc.args[0] \u53d6\u5e72\u51c0\u6d88\u606f<\/li>\n
- \u26a0\ufe0f CLI \u771f bug：team_status \u5de5\u5177\u4e0e deepseek tool schema \u6821\u9a8c\u968f\u673a\u5d29\u6e83（\u7ea6 1\/3 \u6982\u7387\u62a5 Invalid schema for function 'team_status': null is not of type "array"），\u662f Cline v3.0.49 \u4e8c\u8fdb\u5236\u7f3a\u9677\n
\n- \u7f13\u89e3：~\/.cline\/data\/settings\/settings.json \u8bbe "enableTeams": false（\u4e0d\u5b8c\u5168\u7a33\u5b9a）<\/li>\n
- glm_for_coding \u4e0b\u65e0\u6b64\u95ee\u9898（21\/21 \u5168\u8fc7）<\/li>\n<\/ul>\n<\/li>\n
- CLI \u5b89\u88c5\u914d\u7f6e\u6700\u7b80\u5355：cline auth openai -b <url> -k <key> -m <model> \u4e00\u884c\u641e\u5b9a<\/li>\n
- \u771f\u5b9e\u573a\u666f\u662f VS Code \u6269\u5c55，CLI \u662f\u8f7b\u91cf\u7248<\/li>\n<\/ul>\n
\u914d\u7f6e\u8981\u70b9：<\/p>\n cline auth openai -b<\/span> https:\/\/api.myagentlab.homes\/v1 -k<\/span> <<\/span>key><\/span> -m<\/span> deepseek-v4-flash
\ncline –json<\/span> "\u4efb\u52a1"<\/span><\/p>\n7. Kilo Code \u2014 OpenCode \u6362\u76ae\u4f46\u66f4\u8d39<\/h4>\n\u4e0e OpenCode \u540c\u6e90（fork），\u529f\u80fd\u51e0\u4e4e\u4e00\u6837，\u4f46 token \u6d88\u8017\u9ad8（cache read 102K）\u4e14\u66f4\u6162\u3002<\/p>\n \n- \u6d4b\u8bd5：10\/10 \u901a\u8fc7，\u8fd8\u81ea\u5df1\u4fee\u4e86\u4e2a bug（self.done \u5c5e\u6027\u906e\u853d done() \u65b9\u6cd5，\u6539\u540d self.is_done）<\/li>\n
- \u914d\u7f6e\u548c OpenCode \u51e0\u4e4e\u76f8\u540c（kilo.jsonc）<\/li>\n
- Token \u5206\u6790：cache read 102K \u662f 7 \u4e2a\u5de5\u5177\u6700\u9ad8\u2014\u2014\u5b83\u6bcf\u6b21\u8bf7\u6c42\u91cd\u53d1\u5927\u91cf\u5de5\u5177\u5b9a\u4e49\/\u4e0a\u4e0b\u6587，\u4f46 cache \u4ef7\u683c\u4fbf\u5b9c（1\/10）<\/li>\n
- \u7ed3\u8bba：\u6ca1\u7406\u7531\u9009\u5b83，\u76f4\u63a5\u7528 OpenCode \u66f4\u597d<\/li>\n<\/ul>\n
\u914d\u7f6e\u8981\u70b9：<\/p>\n \/\/ ~\/.config\/kilo\/kilo.jsonc<\/span>
\n{<\/span> "provider"<\/span>:<\/span> {<\/span> "myagentlab"<\/span>:<\/span> {<\/span>
\n "npm"<\/span>:<\/span> "@ai-sdk\/openai-compatible"<\/span>,<\/span>
\n "options"<\/span>:<\/span> {<\/span> "baseURL"<\/span>:<\/span> "https:\/\/api.myagentlab.homes\/v1"<\/span>,<\/span> "apiKey"<\/span>:<\/span> "\u89c1 credentials"<\/span> }<\/span>,<\/span>
\n "models"<\/span>:<\/span> {<\/span> "deepseek-v4-flash"<\/span>:<\/span> {<\/span> "name"<\/span> | | | |