评估口径
评分维度(每项10分)
代码质量
看代码是否'能长期稳定运行':静态检查、错误处理、结构和可读性是否有基本标准。
可维护性
看团队换人时,项目是否容易接手:模块划分清晰、依赖集中、文档与治理流程齐全。
健壮性
看是否有完整防护链路:测试、输入校验、异常处理、权限边界是否闭环。
可持续性
看是否长期有人维护:发布节奏、告警体系、安全扫描是否持续运行。
可迁移性
看接口是否标准化、组件能否快速接入新存储或运行环境。
可扩展性
看是否预留了插件机制、Hook 接口或模块化架构,能否方便地增加新功能或集成第三方服务。
项目快照
| 项目 | GitHub | 语言 | Stars | 贡献者 | 发布频率 |
|---|---|---|---|---|---|
| DeepSeek-Reasonix | esengine/DeepSeek-Reasonix | Go | 27,340 | 89 | 日更 |
| orca | stablyai/orca | TypeScript | 22,562 | 217 | 日更 |
| ironclaw | nearai/ironclaw | Rust | 12,531 | 111 | 日更 |
| openclaw | openclaw/openclaw | TypeScript | 383,502 | 368 | 日更 |
| openclaw-android-node-apk | bighamx/openclaw-android-node-apk | TypeScript | 59 | 367 | 日更 |
| pi | earendil-works/pi | TypeScript | 72,882 | 230 | 日更 |
| moltis | moltis-org/moltis | Rust | 2,787 | 49 | 日更 |
| claw-empire | GreenSheep01201/claw-empire | TypeScript | 1,334 | 12 | 日更 |
| hermes-agent | NousResearch/hermes-agent | Python | 217,342 | 389 | 日更 |
| agents | wshobson/agents | Python | 38,068 | 74 | 无 |
| claude-hud | jarrodwatts/claude-hud | JavaScript | 26,595 | 93 | 日更 |
| claude-skills | alirezarezvani/claude-skills | Python | 22,832 | 37 | 周更 |
| openfang | RightNow-AI/openfang | Rust | 18,034 | 63 | 日更 |
| openclaw-cn | mf-yang/openclaw-cn | TypeScript | 4,735 | 246 | 日更 |
| cc-connect | chenhg5/cc-connect | Go | 14,181 | 141 | 日更 |
| nullclaw | nullclaw/nullclaw | Zig | 7,794 | 86 | 日更 |
| zclaw | tnm/zclaw | C | 2,194 | 4 | 周更 |
| openclaw | bcherny/openclaw | Unknown | 54 | 353 | 无 |
| atomicbot | AtomicBot-ai/atomicbot | TypeScript | 325 | 352 | 日更 |
| cline | cline/cline | TypeScript | 64,816 | 301 | 日更 |
| pydantic-deepagents | vstorm-co/pydantic-deepagents | Python | 982 | 14 | 日更 |
| spacebot | spacedriveapp/spacebot | Rust | 2,335 | 57 | 日更 |
| openclaw | kalachbeg/openclaw | TypeScript | 50 | 376 | 无 |
| Patter | PatterAI/Patter | Python | 1,007 | 9 | 日更 |
| cc-switch | farion1231/cc-switch | Rust | 119,014 | 200 | 日更 |
| AionUi | iOfficeAI/AionUi | TypeScript | 30,469 | 90 | 日更 |
| kilocode | Kilo-Org/kilocode | TypeScript | 26,384 | 407 | 日更 |
| planning-with-files | OthmanAdi/planning-with-files | Python | 25,536 | 44 | 日更 |
| oh-my-pi | can1357/oh-my-pi | TypeScript | 18,509 | 262 | 日更 |
| zeroclaw | zeroclaw-labs/zeroclaw | Rust | 32,323 | 365 | 日更 |
| zeptoclaw | qhkm/zeptoclaw | Rust | 645 | 16 | 日更 |
| OpenCray | mastwet/OpenCray | TypeScript | 76 | 362 | 无 |
| AstrBot | AstrBotDevs/AstrBot | Python | 36,746 | 316 | 日更 |
| nanobot | HKUDS/nanobot | Python | 45,903 | 340 | 日更 |
| microclaw | microclaw/microclaw | Rust | 728 | 19 | 日更 |
| openclaw | garrytan/openclaw | Unknown | 51 | 361 | 无 |
| nanoclaw | nanocoai/nanoclaw | TypeScript | 30,292 | 102 | 周更 |
| poco-claw | poco-ai/poco-claw | Python | 1,347 | 7 | 日更 |
| open-design | nexu-io/open-design | TypeScript | 79,776 | 385 | 日更 |
| notebooklm-py | teng-lin/notebooklm-py | Python | 17,976 | 28 | 日更 |
| plandex | plandex-ai/plandex | Go | 15,535 | 22 | 日更 |
| claude-code.nvim | greggh/claude-code.nvim | Lua | 2,084 | 10 | 不定期 |
| llama-terminal-completion | adammpkins/llama-terminal-completion | Go | 194 | 3 | 不定期 |
| agent-zero | agent0ai/agent-zero | Python | 18,456 | 47 | 日更 |
| nanoclaw | nanocoai/nanoclaw | TypeScript | 30,293 | 102 | 周更 |
| tinyagi | TinyAGI/tinyagi | TypeScript | 3,599 | 10 | 日更 |
| QwenPaw | agentscope-ai/QwenPaw | Python | 23,508 | 204 | 日更 |
| moxxy | moxxy-ai/moxxy | TypeScript | 1 | 3 | 日更 |
| picobot | louisho5/picobot | Go | 1,293 | 6 | 周更 |
| opencrabs | adolfousier/opencrabs | Rust | 841 | 8 | 日更 |
| openclaw-android-assistant | OpenClawAndroid/openclaw-android-assistant | TypeScript | 468 | 366 | 日更 |
| DenchClaw | DenchHQ/DenchClaw | TypeScript | 1,622 | 364 | 日更 |
| QVerisBot | QVerisAI/QVerisBot | TypeScript | 187 | 359 | 不定期 |
| openclaw-managed-agents | stainlu/openclaw-managed-agents | TypeScript | 435 | 1 | 不定期 |
| safestclaw | princezuda/safestclaw | Python | 281 | 3 | 日更 |
| id-agent | vostride/id-agent | TypeScript | 78 | 1 | 周更 |
| Anthropic-Cybersecurity-Skills | mukul975/Anthropic-Cybersecurity-Skills | Python | 26,108 | 9 | 周更 |
| ocode | haasonsaas/ocode | Python | 127 | 3 | 无 |
| picoclaw | sipeed/picoclaw | Go | 29,690 | 229 | 日更 |
| autobot | crystal-autobot/autobot | Crystal | 43 | 3 | 日更 |
| EdgeClaw | OpenBMB/EdgeClaw | TypeScript | 1,230 | 358 | 无 |
| localclaw | sunkencity999/localclaw | TypeScript | 84 | 319 | 无 |
| natively-cluely-ai-assistant | Natively-AI-assistant/natively-cluely-ai-assistant | TypeScript | 1,920 | 18 | 日更 |
| Kai | SimonSchubert/Kai | Kotlin | 1,073 | 4 | 日更 |
| swarmclaw | swarmclawai/swarmclaw | TypeScript | 619 | 15 | 日更 |
| swarmvault | swarmclawai/swarmvault | TypeScript | 618 | 2 | 日更 |
| cmux | manaflow-ai/cmux | Swift | 24,805 | 125 | 日更 |
| ClawX | ValueCell-ai/ClawX | TypeScript | 7,551 | 24 | 日更 |
| clawdroid | KarakuriAgent/clawdroid | Go | 15 | 49 | 周更 |
| openclaw | microsoft/openclaw | Unknown | 92 | 360 | 无 |
| safestclaw | princezuda/safestclaw | Python | 281 | 3 | 日更 |
| Canopy | kwalus/Canopy | Python | 291 | 2 | 日更 |
| continue | continuedev/continue | TypeScript | 34,972 | 393 | 日更 |
| context-optimizer-mcp-server | malaksedarous/context-optimizer-mcp-server | TypeScript | 62 | 1 | 周更 |
| troublemaker | tinyfatco/troublemaker | TypeScript | 53 | 3 | 无 |
| Awesome-OpenClaw | EthanYolo01/Awesome-OpenClaw | Unknown | 156 | 1 | 无 |
| jrdev | presstab/jrdev | Python | 67 | 4 | 日更 |
| pickle-bot | czl9707/pickle-bot | Python | 27 | 3 | 周更 |
| KKTerm | ryantsai/KKTerm | TypeScript | 420 | 6 | 日更 |
| sidekick-agent-hub | cesarandreslopez/sidekick-agent-hub | TypeScript | 73 | 2 | 日更 |
| trinity-claw | TrinityClaw/trinity-claw | Python | 10 | 1 | 无 |
| ClawTeam-OpenClaw | win4r/ClawTeam-OpenClaw | Python | 1,426 | 27 | 不定期 |
| GoGogot | aspasskiy/GoGogot | Go | 110 | 1 | 周更 |
| nanocode | Lyt060814/nanocode | TypeScript | 77 | 1 | 不定期 |
| lossless-claw-enhanced | win4r/lossless-claw-enhanced | TypeScript | 543 | 31 | 无 |
| openzca | darkamenosa/openzca | JavaScript | 99 | 1 | 日更 |
| mimiclaw | memovai/mimiclaw | C | 5,568 | 6 | 不定期 |
| Clawlet | Kxrbx/Clawlet | Python | 12 | 1 | 不定期 |
| angel-claw | Abdur-rahmaanJ/angel-claw | Python | 7 | 1 | 周更 |
| formax | yusifeng/formax | TypeScript | 192 | 1 | 无 |
| shrew | Masmedeam/shrew | Go | 9 | 1 | 不定期 |
| droidclaw | unitedbyai/droidclaw | TypeScript | 1,548 | 2 | 周更 |
| codebase-argus | AaronZ345/codebase-argus | TypeScript | 57 | 1 | 不定期 |
| viraloop | Upload-Post/viraloop | JavaScript | 71 | 0 | 无 |
| subzeroclaw | genlayerlabs/subzeroclaw | C | 125 | 2 | 无 |
| awesome-agent-skills | VoltAgent/awesome-agent-skills | Unknown | 28,456 | 99 | 无 |
| TermiPet | bleeeet/TermiPet | Swift | 76 | 1 | 不定期 |
| lettabot | letta-ai/lettabot | TypeScript | 327 | 23 | 日更 |
| openclawWeComzh | luolin-ai/openclawWeComzh | TypeScript | 108 | 363 | 不定期 |
| downy | bensenescu/downy | TypeScript | 191 | 2 | 无 |
| nanoclaw-py | ApeCodeAI/nanoclaw-py | Python | 186 | 1 | 无 |
| oli | amrit110/oli | Rust | 245 | 3 | 周更 |
| tmux-file-picker | raine/tmux-file-picker | Shell | 51 | 1 | 无 |
| supaclaw | vincenzodomina/supaclaw | TypeScript | 60 | 2 | 无 |
| atombot | daegwang/atombot | Python | 13 | 1 | 无 |
| hermitclaw | brendanhogan/hermitclaw | Python | 327 | 2 | 无 |
| babyclaw | yogesharc/babyclaw | JavaScript | 15 | 1 | 无 |
| ZeroClaw-Android | Natfii/ZeroClaw-Android | Unknown | 301 | 1 | 日更 |
综合评分与排名
DeepSeek-Reasonix
生产级DeepSeek终端助手 | 缓存感知架构卓越
orca
生产级AI编排IDE | 跨平台多智能体并行开发环境
ironclaw
生产级隐私优先AI助手OS | Rust/WASM安全沙箱架构
维度评分明细
分身专项对比
将 OpenClaw 作为「接管基线」(灰色列),对比各项目是否具备替代 OpenClaw 的工程条件:
| 维度 |
openclaw 基线 |
DeepSeek-Reasonix | orca | ironclaw | openclaw-android-node-apk | pi | moltis | claw-empire | hermes-agent | agents | claude-hud | claude-skills | openfang | openclaw-cn | cc-connect | nullclaw | zclaw | openclaw | atomicbot | cline | pydantic-deepagents | spacebot | openclaw | Patter | cc-switch | AionUi | kilocode | planning-with-files | oh-my-pi | zeroclaw | zeptoclaw | OpenCray | AstrBot | nanobot | microclaw | openclaw | nanoclaw | poco-claw | open-design | notebooklm-py | plandex | claude-code.nvim | llama-terminal-completion | agent-zero | nanoclaw | tinyagi | QwenPaw | moxxy | picobot | opencrabs | openclaw-android-assistant | DenchClaw | QVerisBot | openclaw-managed-agents | safestclaw | id-agent | Anthropic-Cybersecurity-Skills | ocode | picoclaw | autobot | EdgeClaw | localclaw | natively-cluely-ai-assistant | Kai | swarmclaw | swarmvault | cmux | ClawX | clawdroid | openclaw | safestclaw | Canopy | continue | context-optimizer-mcp-server | troublemaker | Awesome-OpenClaw | jrdev | pickle-bot | KKTerm | sidekick-agent-hub | trinity-claw | ClawTeam-OpenClaw | GoGogot | nanocode | lossless-claw-enhanced | openzca | mimiclaw | Clawlet | angel-claw | formax | shrew | droidclaw | codebase-argus | viraloop | subzeroclaw | awesome-agent-skills | TermiPet | lettabot | openclawWeComzh | downy | nanoclaw-py | oli | tmux-file-picker | supaclaw | atombot | hermitclaw | babyclaw | ZeroClaw-Android |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 代码质量 | 9 | 9 = | 9 = | 9 = | 9 = | 9 = | 9 = | 9 = | 9 = | 8 -1 | 9 = | 8 -1 | 9 = | 8 -1 | 8 -1 | 9 = | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 9 = | 9 = | 8 -1 | 7 -2 | 8 -1 | 8 -1 | 8 -1 | 7 -2 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 7 -2 | 8 -1 | 8 -1 | 7 -2 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 7 -2 | 8 -1 | 8 -1 | 7 -2 | 8 -1 | 7 -2 | 8 -1 | 7 -2 | 8 -1 | 8 -1 | 8 -1 | 7 -2 | 8 -1 | 8 -1 | 7 -2 | 7 -2 | 8 -1 | 7 -2 | 8 -1 | 7 -2 | 8 -1 | 8 -1 | 8 -1 | 7 -2 | 7 -2 | 8 -1 | 7 -2 | 7 -2 | 7 -2 | 8 -1 | 8 -1 | 7 -2 | 7 -2 | 7 -2 | 7 -2 | 7 -2 | 7 -2 | 7 -2 | 7 -2 | 7 -2 | 7 -2 | 7 -2 | 7 -2 | 7 -2 | 7 -2 | 7 -2 | 7 -2 | 6 -3 | 6 -3 | 7 -2 | 2 -7 | 6 -3 | 7 -2 | 7 -2 | 8 -1 | 6 -3 | 6 -3 | 7 -2 | 6 -3 | 5 -4 | 5 -4 | 5 -4 | 2 -7 |
| 可维护性 | 9 | 9 = | 9 = | 9 = | 9 = | 9 = | 9 = | 9 = | 9 = | 9 = | 9 = | 9 = | 8 -1 | 9 = | 9 = | 8 -1 | 9 = | 9 = | 8 -1 | 9 = | 9 = | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 9 = | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 7 -2 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 7 -2 | 9 = | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 7 -2 | 7 -2 | 7 -2 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 7 -2 | 8 -1 | 7 -2 | 7 -2 | 7 -2 | 8 -1 | 7 -2 | 7 -2 | 6 -3 | 8 -1 | 7 -2 | 8 -1 | 7 -2 | 7 -2 | 7 -2 | 7 -2 | 7 -2 | 6 -3 | 7 -2 | 7 -2 | 7 -2 | 6 -3 | 7 -2 | 8 -1 | 6 -3 | 7 -2 | 6 -3 | 6 -3 | 7 -2 | 7 -2 | 6 -3 | 6 -3 | 7 -2 | 7 -2 | 7 -2 | 7 -2 | 4 -5 | 3 -6 | 7 -2 | 6 -3 | 6 -3 | 6 -3 | 6 -3 | 5 -4 | 6 -3 | 4 -5 | 2 -7 |
| 健壮性 | 9 | 8 -1 | 9 = | 9 = | 9 = | 9 = | 9 = | 8 -1 | 9 = | 8 -1 | 8 -1 | 9 = | 9 = | 7 -2 | 8 -1 | 8 -1 | 9 = | 8 -1 | 8 -1 | 9 = | 7 -2 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 7 -2 | 7 -2 | 8 -1 | 8 -1 | 8 -1 | 9 = | 7 -2 | 8 -1 | 7 -2 | 8 -1 | 7 -2 | 8 -1 | 8 -1 | 8 -1 | 7 -2 | 7 -2 | 7 -2 | 7 -2 | 7 -2 | 7 -2 | 7 -2 | 8 -1 | 8 -1 | 7 -2 | 9 = | 7 -2 | 7 -2 | 7 -2 | 8 -1 | 8 -1 | 8 -1 | 7 -2 | 8 -1 | 6 -3 | 7 -2 | 7 -2 | 8 -1 | 7 -2 | 7 -2 | 8 -1 | 7 -2 | 7 -2 | 7 -2 | 7 -2 | 7 -2 | 7 -2 | 8 -1 | 8 -1 | 7 -2 | 6 -3 | 4 -5 | 7 -2 | 6 -3 | 6 -3 | 6 -3 | 6 -3 | 6 -3 | 6 -3 | 7 -2 | 7 -2 | 6 -3 | 6 -3 | 7 -2 | 6 -3 | 5 -4 | 5 -4 | 6 -3 | 5 -4 | 5 -4 | 4 -5 | 3 -6 | 5 -4 | 7 -2 | 7 -2 | 4 -5 | 4 -5 | 5 -4 | 7 -2 | 5 -4 | 3 -6 | 3 -6 | 4 -5 | 1 -8 |
| 可持续性 | 9 | 9 = | 9 = | 9 = | 9 = | 9 = | 9 = | 9 = | 9 = | 9 = | 9 = | 8 -1 | 8 -1 | 9 = | 9 = | 8 -1 | 8 -1 | 7 -2 | 9 = | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 9 = | 9 = | 9 = | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 9 = | 8 -1 | 8 -1 | 7 -2 | 8 -1 | 8 -1 | 7 -2 | 8 -1 | 7 -2 | 7 -2 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 6 -3 | 8 -1 | 8 -1 | 8 -1 | 6 -3 | 7 -2 | 6 -3 | 8 -1 | 5 -4 | 8 -1 | 7 -2 | 6 -3 | 6 -3 | 8 -1 | 6 -3 | 8 -1 | 6 -3 | 9 = | 8 -1 | 8 -1 | 8 -1 | 6 -3 | 6 -3 | 4 -5 | 6 -3 | 6 -3 | 5 -4 | 5 -4 | 6 -3 | 7 -2 | 6 -3 | 5 -4 | 5 -4 | 5 -4 | 5 -4 | 3 -6 | 5 -4 | 7 -2 | 4 -5 | 5 -4 | 4 -5 | 4 -5 | 5 -4 | 4 -5 | 5 -4 | 6 -3 | 8 -1 | 5 -4 | 2 -7 | 2 -7 | 3 -6 | 3 -6 | 5 -4 | 3 -6 | 4 -5 | 3 -6 | 3 -6 | 3 -6 | 1 -8 |
| 可迁移性 | 9 | 10 +1 | 9 = | 9 = | 9 = | 9 = | 9 = | 9 = | 9 = | 9 = | 8 -1 | 9 = | 9 = | 9 = | 8 -1 | 9 = | 9 = | 9 = | 9 = | 8 -1 | 8 -1 | 9 = | 9 = | 9 = | 9 = | 9 = | 9 = | 8 -1 | 8 -1 | 9 = | 8 -1 | 9 = | 8 -1 | 8 -1 | 8 -1 | 9 = | 7 -2 | 8 -1 | 7 -2 | 8 -1 | 8 -1 | 9 = | 9 = | 9 = | 6 -3 | 9 = | 7 -2 | 7 -2 | 9 = | 8 -1 | 8 -1 | 7 -2 | 9 = | 9 = | 8 -1 | 9 = | 9 = | 9 = | 9 = | 9 = | 8 -1 | 8 -1 | 7 -2 | 9 = | 8 -1 | 9 = | 5 -4 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 9 = | 8 -1 | 8 -1 | 10 +1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 8 -1 | 7 -2 | 8 -1 | 7 -2 | 8 -1 | 8 -1 | 5 -4 | 8 -1 | 7 -2 | 7 -2 | 8 -1 | 6 -3 | 8 -1 | 7 -2 | 9 = | 8 -1 | 4 -5 | 8 -1 | 8 -1 | 5 -4 | 8 -1 | 6 -3 | 6 -3 | 6 -3 | 7 -2 | 7 -2 | 4 -5 | 6 -3 |
| 可扩展性 | 8 | 9 +1 | 9 +1 | 9 +1 | 8 = | 8 = | 8 = | 9 +1 | 8 = | 9 +1 | 9 +1 | 9 +1 | 9 +1 | 9 +1 | 9 +1 | 9 +1 | 8 = | 9 +1 | 8 = | 8 = | 9 +1 | 8 = | 8 = | 9 +1 | 8 = | 8 = | 8 = | 8 = | 9 +1 | 8 = | 8 = | 8 = | 9 +1 | 8 = | 8 = | 8 = | 9 +1 | 8 = | 8 = | 9 +1 | 8 = | 8 = | 8 = | 8 = | 9 +1 | 8 = | 8 = | 8 = | 8 = | 8 = | 8 = | 8 = | 8 = | 8 = | 8 = | 7 -1 | 7 -1 | 8 = | 7 -1 | 8 = | 9 +1 | 8 = | 8 = | 8 = | 7 -1 | 8 = | 8 = | 7 -1 | 8 = | 8 = | 7 -1 | 7 -1 | 7 -1 | 8 = | 8 = | 8 = | 8 = | 8 = | 7 -1 | 7 -1 | 8 = | 8 = | 8 = | 7 -1 | 6 -2 | 7 -1 | 7 -1 | 7 -1 | 8 = | 8 = | 7 -1 | 7 -1 | 7 -1 | 6 -2 | 3 -5 | 7 -1 | 8 = | 7 -1 | 7 -1 | 7 -1 | 7 -1 | 6 -2 | 5 -3 | 6 -2 | 7 -1 | 5 -3 | 5 -3 | 5 -3 |
选型建议
生产部署(当前)
推荐首选推荐 DeepSeek-Reasonix — 追求低成本长会话AI辅助的首选
安全关键场景
安全首选推荐 orca — 适合需要多AI编码智能体并行协作的专业开发者团队
长期个人代理(可扩展)
扩展性强推荐 DeepSeek-Reasonix — 追求低成本长会话AI辅助的首选
复核方法
GitHub 元数据
提交、贡献者、Issue、标签、release、活跃度分析
核心源码审查
复核 8~10 个核心源文件:provider / channel / tool / security
CI/CD 审查
lint、测试、发布、安全扫描、依赖策略检查