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coding agent: cache-first loop, flash-first cost control, tool-call repair.","maintainers":[{"name":"bestzyq","email":"jsbyzyq@gmail.com"}],"readme":"

\n \"Reasonix\"\n

\n\n> [!NOTE]\n> **这是 [Reasonix](https://github.com/esengine/DeepSeek-Reasonix) 的 CNB 托管分支** —— 基于 [esengine](https://github.com/esengine) 原版代码，增加了 CNB 专用打包和制品库配置。原版仓库见 [esengine/DeepSeek-Reasonix](https://github.com/esengine/DeepSeek-Reasonix)。\n\n\n

\n English\n  · \n 简体中文\n  · \n 官方网站\n  · \n 配置指南\n  · \n 架构文档\n  · \n 基准测试\n  · \n Discord\n

\n\n

\n \"npm\n \"CI\"/\n \"license\"/\n \"downloads\"/\n \"node\"/\n

\n\n
\n\n

DeepSeek 原生的终端 AI 编程代理。

\n

围绕前缀缓存稳定性设计 —— 长会话下 token 成本始终低位运行，可以一直开着。

\n\n
\n\n

\n \"Reasonix\n

\n\n
\n\n> [!TIP]\n> **缓存稳定不是开关，而是循环要围绕设计的不变量。** 这就是 Reasonix 只支持 DeepSeek 的根本原因 —— 每一层都为 DeepSeek 字节稳定的前缀缓存机制调过。\n\n> [!IMPORTANT]\n> **加入社区 · Community** — 中英双语 Discord，频道包括 `#求助` / `#help`、`#分享` / `#showcase`、`#想法反馈`、贡献者专属 PR 协调区。在群内绑定 GitHub 后自动识别贡献者身份。→ ****\n\n
\n\n## 安装\n\n要求 Node ≥ 22。在 macOS · Linux · Windows（PowerShell · Git Bash · Windows Terminal）都跑得顺。\n\n### 安装\n\nReasonix 发布在 **npm** 上，直接安装即可：\n\n~~~bash\n# 全局安装 —— `reasonix` 命令直接可用\nnpm install -g @bestzyq/reasonix\nreasonix code my-project # 首次运行粘贴 DeepSeek API Key，之后会记住\n\n# 或者不装，直接用 npx 跑一次\ncd my-project\nnpx @bestzyq/reasonix code # 每次都拿最新版\n~~~\n\n| 命令 | 何时用 |\n|---|---|\n| `reasonix code [dir]` | 编码 agent。**先用这个。** |\n| `reasonix chat` | 纯聊天 —— 不挂文件系统 / shell 工具。 |\n| `reasonix run \"task\"` | 一次性，结果流到 stdout。适合 shell 管道。 |\n| `reasonix doctor` | 体检：Node 版本、API Key、MCP 接线。 |\n| `reasonix update` | 升级 Reasonix 本身。 |\n\n其他子命令（`replay` · `diff` · `events` · `stats` · `index` · `mcp` · `prune-sessions`）在 `reasonix --help` 和 [CLI 参考](https://esengine.github.io/DeepSeek-Reasonix/#cli)。\n\n### QQ 通道\n\nReasonix 可以把现有的 `chat`、`code` 或桌面端会话延伸到 QQ 上，作为远程通道使用；它扩展的是当前会话，不是独立的新运行模式。\n\n- CLI：先启动会话，再执行 `/qq connect`\n- 桌面端：打开 `设置 -> 通用 -> QQ通道`\n\n连接成功后，QQ 消息可以进入当前会话，助手回复会回到 QQ，后续确认和跟进交互也可以继续在 QQ 上完成。\n\n完整配置、桌面端快速上手与排障说明见：[QQ 连接指南](./docs/qq-connect.zh-CN.md)。\n\n
\n切换工作区 · chat vs. code · 写第一个 Skill\n\n**切换工作区。** Reasonix 把文件系统工具作用域绑定在启动目录，传 `--dir` 可以指别处。中途切换是有意不支持的（消息日志和 memory 路径会和旧根目录混在一起）—— 退出再启动。\n\n~~~bash\nnpx reasonix code --dir /path/to/project\n~~~\n\n**`chat` 还是 `code`？** `code` 是默认入口、唯一带文件系统 / shell 工具和 SEARCH/REPLACE 审阅的模式。`chat` 是更轻量的纯对话壳——想要一个挂着 MCP 但没有磁盘权限的“思路助手”时用它。\n\n| 你拿到什么 | `code` | `chat` |\n|---|---|---|\n| 文件系统工具 + `edit_file` | ✓ | — |\n| SEARCH/REPLACE → `/apply` 审阅 | ✓ | — |\n| Shell 工具（带 gate） | ✓ | — |\n| Plan 模式 · `/todo` · `/skill new` · `/mcp add` | ✓ | — |\n| Memory（`remember` / `recall_memory`） | 项目 + 全局 | 仅全局 |\n| 配置里的 MCP · web 搜索 · `ask_choice` | ✓ | ✓ |\n| 编码导向系统提示词 | ✓ | 通用 |\n| Session 作用域 | 按目录 | 共享默认 |\n\n**写第一个 Skill。** 暂无在线市场——自己写。编辑文件（`description:` frontmatter + 正文），然后 `/skill list` 就能看到。frontmatter 加 `runAs: subagent` 会以隔离 subagent 跑，而不是把正文内联进父 prompt。\n\n~~~bash\n/skill new my-skill # /.reasonix/skills/my-skill.md\n/skill new my-skill --global # ~/.reasonix/skills，跨项目共用\n~~~\n\n
\n\n
\n\n## 配置\n\n一个全局 JSON 文件 `~/.reasonix/config.json`，加上项目级 `/.reasonix/` 下的覆盖。完整的双语参考 —— 每一个 key、每一条斜杠命令、skills / memory / hooks 在磁盘上的形状 —— 都在这里：\n\n> 📘 **[配置指南](https://esengine.github.io/DeepSeek-Reasonix/configuration.html?lang=zh)** · [English](https://esengine.github.io/DeepSeek-Reasonix/configuration.html)\n\n| 主题 | 速读 |\n|---|---|\n| [MCP 服务器](https://esengine.github.io/DeepSeek-Reasonix/configuration.html?lang=zh#mcp) | stdio · SSE · Streamable HTTP。`config.json` 和 `--mcp` 共用同一种 spec 格式。 |\n| [Skills](https://esengine.github.io/DeepSeek-Reasonix/configuration.html?lang=zh#skills) | 模型可以调用的 markdown 剧本。`inline` 或 `subagent` 两种模式。 |\n| [Memory](https://esengine.github.io/DeepSeek-Reasonix/configuration.html?lang=zh#memory) | 用户私有的知识，钉进前缀。`user` / `feedback` / `project` / `reference` 四类。 |\n| [Hooks](https://esengine.github.io/DeepSeek-Reasonix/configuration.html?lang=zh#hooks) | 生命周期事件触发的 shell 命令。`PreToolUse`（拦截）· `PostToolUse` · `UserPromptSubmit` · `Stop`。 |\n| [权限](https://esengine.github.io/DeepSeek-Reasonix/configuration.html?lang=zh#permissions) | 按工作区的 shell 白名单，精确前缀匹配。 |\n| [Web 搜索](https://esengine.github.io/DeepSeek-Reasonix/configuration.html?lang=zh#search) | 默认 Bing；可用 `/search-engine` 切到百度 AI Search、自托管 SearXNG、Metaso、Tavily、Perplexity、Exa、Brave 或 Ollama。 |\n| [语义索引](https://esengine.github.io/DeepSeek-Reasonix/configuration.html?lang=zh#index) | `reasonix index` —— 本地 Ollama，或任何 OpenAI 兼容的 embedding 接口。 |\n\n
\n\n## Reasonix 的不同之处\n\n整个循环围绕三根支柱组织。每一根解决的都是通用 agent 框架根本看不见的问题 —— 因为它们是为另一种缓存机制设计的。\n\n\n\n各支柱完整说明 → [Pillar 1 — 缓存优先循环](./docs/ARCHITECTURE.md#pillar-1--cache-first-loop) · [Pillar 2 — 工具调用修复](./docs/ARCHITECTURE.md#pillar-2--tool-call-repair) · [Pillar 3 — 成本控制](./docs/ARCHITECTURE.md#pillar-3--cost-control-v06)\n\n\n\n
\n\n## 能力一览\n\n

\n \"Reasonix\n

\n\n
\n\n## 横向对比\n\n| | Reasonix | Claude Code | Cursor | Aider |\n|----------------------------|-------------------|-------------------|---------------------|--------------------|\n| 后端 | DeepSeek | Anthropic | OpenAI / Anthropic | 任意（OpenRouter） |\n| 协议 | **MIT** | 闭源 | 闭源 | Apache 2 |\n| 单任务成本 | **低** | 高 | 订阅 + 用量 | 不一 |\n| DeepSeek 前缀缓存 | **专门工程化** | 不适用 | 不适用 | 偶发命中 |\n| 内嵌 web 仪表盘 | 支持 | — | 不适用 (IDE) | — |\n| 持久化的工作区会话 | 支持 | 部分 | 不适用 | — |\n| 计划模式 · MCP · Hooks | 支持 | 支持 | 支持 | 部分 |\n| 开放社区共建 | 支持 | — | — | 支持 |\n\n实测缓存命中率、成本、方法论看 [`benchmarks/`](./benchmarks/) —— 这些数会随模型定价变化，所以归在 harness 里，不进 README。\n\n
\n\n## 文档\n\n- [**架构**](./docs/ARCHITECTURE.md) —— 四大支柱、缓存优先循环、思维提取、脚手架\n- [**CLI 参考**](./docs/CLI-REFERENCE.md) —— 每个 shell 子命令、每个 slash 命令、每个快捷键\n- [**QQ 连接指南**](./docs/qq-connect.zh-CN.md) —— CLI 首次连接流程、桌面端入口和 QQ 开放平台凭据\n- [**基准测试**](./benchmarks/) —— τ-bench-lite harness、transcript、成本方法论\n- [**官方网站**](https://esengine.github.io/DeepSeek-Reasonix/) —— 入门、Dashboard 设计稿、TUI 设计稿\n- [**贡献指南**](./AGENTS.md) —— 注释规则、错误处理、用现成库不手写\n- [**行为准则**](./CODE_OF_CONDUCT.md) · [**安全策略**](./SECURITY.md)\n\n
\n\n## 社区\n\n> [!NOTE]\n> Reasonix 是开源、社区共建的项目。文末\"致谢\"那面贡献者墙上的每一个头像，都对应一次真实合并的 PR。\n\n给新手准备的入门 issue 见 [CNB Issues](https://cnb.cool/bestzyq/DeepSeek-Reasonix/-/issues)。\n\n**这是 CNB 分支**，原版讨论、Issue 和贡献见 [esengine/DeepSeek-Reasonix](https://github.com/esengine/DeepSeek-Reasonix)。\n\n

\n \n \"Reasonix\n \n

\n\n**第一次提 PR 之前**：先读 [`AGENTS.md`](./AGENTS.md) —— 短小、严格的项目规则（注释、错误处理、用现成库不手写）。`tests/comment-policy.test.ts` 静态强制执行注释那部分，`npm run verify` 是 push 前的闸。参与本项目即同意 [行为准则](./CODE_OF_CONDUCT.md)。安全相关问题请走 [SECURITY.md](./SECURITY.md)。\n\n
\n\n## 不做的事\n\n> [!IMPORTANT]\n> Reasonix 是有立场的。有些事它故意 *不做* —— 列在这里方便你为自己的工作挑对工具。\n\n- **多供应商灵活性。** 故意只做 DeepSeek。绑死一个后端是 feature，不是限制。\n- **IDE 集成。** 终端优先。diff 在 `git diff`，文件树在 `ls`。仪表盘是 TUI 的伴生，不是 Cursor 的替代。\n- **追最难的 reasoning 榜单。** Claude Opus 在某些榜单上还是赢家。DeepSeek 在编程任务上有竞争力；如果你的工作是\"解一个 PhD 级证明\"而不是\"修个 auth bug\"，先用 Claude。\n- **完全离线 / 永远免费。** Reasonix 需要付费的 DeepSeek API Key。要离线 / 零成本，看 Aider + Ollama 或 [Continue](https://continue.dev)。\n\n
\n\n## 致谢\n\n下面这些朋友的工作塑造了 Reasonix 今天的样子 —— 综合 commit 数和代码量两个维度。\n**按字母顺序排列，排名不分先后。** 完整贡献者列表在\n[CNB](https://cnb.cool/bestzyq/DeepSeek-Reasonix/graphs/contributors)。\n\n- [**ctharvey**](https://github.com/ctharvey)\n- [**dimasd-angga**](https://github.com/dimasd-angga)（Dimas D. Angga）\n- [**Evan-Pycraft**](https://github.com/Evan-Pycraft)\n- [**ForeverYoungPp**](https://github.com/ForeverYoungPp)\n- [**GTC2080**](https://github.com/GTC2080)（TaoMu）\n- [**kabaka9527**](https://github.com/kabaka9527)\n- [**lisniuse**](https://github.com/lisniuse)（Richie）\n- [**wade19990814-hue**](https://github.com/wade19990814-hue)\n- [**wviana**](https://github.com/wviana)（Wesley Viana）\n\n另外特别感谢 [**Bernardxu123**](https://github.com/Bernardxu123) 设计的项目 logo\n（见 [`docs/brand/`](./docs/brand/)），以及 [AIGC Link](https://xhslink.com/m/80ngts127cA) 在小红书上的推广。\n\n
\n\n---\n\n

\n MIT —— 见 LICENSE\n
\n 社区共建。基于 esengine/DeepSeek-Reasonix\n

\n","readmeFilename":"README.zh-CN.md"}