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coding agent: cache-first loop, flash-first cost control, tool-call repair.","maintainers":[{"name":"reasonix","email":"3839817152@qq.com"}],"readme":"<p align=\"center\">\n  <img src=\"docs/logo.svg\" alt=\"Reasonix\" width=\"640\"/>\n</p>\n\n<p align=\"center\">\n  <a href=\"./README.md\">English</a>\n  &nbsp;·&nbsp;\n  <strong>简体中文</strong>\n  &nbsp;·&nbsp;\n  <a href=\"https://esengine.github.io/DeepSeek-Reasonix/\">官方网站</a>\n  &nbsp;·&nbsp;\n  <a href=\"https://esengine.github.io/DeepSeek-Reasonix/configuration.html?lang=zh\">配置指南</a>\n  &nbsp;·&nbsp;\n  <a href=\"./docs/ARCHITECTURE.md\">架构文档</a>\n  &nbsp;·&nbsp;\n  <a href=\"./benchmarks/\">基准测试</a>\n  &nbsp;·&nbsp;\n  <strong><a href=\"https://discord.gg/XF78rEME2D\">Discord</a></strong>\n</p>\n\n<p align=\"center\">\n  <a href=\"https://www.npmjs.com/package/reasonix\"><img src=\"https://img.shields.io/npm/v/reasonix.svg?style=flat-square&color=cb3837&labelColor=161b22&logo=npm&logoColor=white\" alt=\"npm version\"/></a>\n  <a href=\"https://github.com/esengine/reasonix/actions/workflows/ci.yml\"><img src=\"https://img.shields.io/github/actions/workflow/status/esengine/reasonix/ci.yml?style=flat-square&label=ci&labelColor=161b22&logo=githubactions&logoColor=white\" alt=\"CI\"/></a>\n  <a href=\"./LICENSE\"><img src=\"https://img.shields.io/npm/l/reasonix.svg?style=flat-square&color=8b949e&labelColor=161b22\" alt=\"license\"/></a>\n  <a href=\"https://www.npmjs.com/package/reasonix\"><img src=\"https://img.shields.io/npm/dm/reasonix.svg?style=flat-square&color=3fb950&labelColor=161b22&label=downloads\" alt=\"downloads\"/></a>\n  <a href=\"./package.json\"><img src=\"https://img.shields.io/node/v/reasonix.svg?style=flat-square&color=5fa04e&labelColor=161b22&logo=nodedotjs&logoColor=white\" alt=\"node\"/></a>\n  <a href=\"https://github.com/esengine/reasonix/stargazers\"><img src=\"https://img.shields.io/github/stars/esengine/reasonix.svg?style=flat-square&color=dbab09&labelColor=161b22&logo=github&logoColor=white\" alt=\"GitHub stars\"/></a>\n  <a href=\"https://github.com/esengine/reasonix/graphs/contributors\"><img src=\"https://img.shields.io/github/contributors/esengine/reasonix.svg?style=flat-square&color=bc8cff&labelColor=161b22&logo=github&logoColor=white\" alt=\"contributors\"/></a>\n  <a href=\"https://github.com/esengine/reasonix/discussions\"><img src=\"https://img.shields.io/github/discussions/esengine/reasonix.svg?style=flat-square&color=58a6ff&labelColor=161b22&logo=github&logoColor=white\" alt=\"Discussions\"/></a>\n  <a href=\"https://discord.gg/XF78rEME2D\"><img src=\"https://img.shields.io/badge/discord-join-5865F2.svg?style=flat-square&labelColor=161b22&logo=discord&logoColor=white\" alt=\"Discord\"/></a>\n</p>\n\n<p align=\"center\">\n  <a href=\"https://oosmetrics.com/repo/esengine/reasonix\"><img src=\"https://api.oosmetrics.com/api/v1/badge/achievement/9e931d80-2050-4b10-902e-44970cc133ad.svg\" alt=\"oosmetrics — Agents 速度榜 Top 2\"/></a>\n  <a href=\"https://oosmetrics.com/repo/esengine/reasonix\"><img src=\"https://api.oosmetrics.com/api/v1/badge/achievement/556d94b3-61b7-486b-baf2-888b9327deab.svg\" alt=\"oosmetrics — LLMs 速度榜 Top 3\"/></a>\n  <a href=\"https://oosmetrics.com/repo/esengine/reasonix\"><img src=\"https://api.oosmetrics.com/api/v1/badge/achievement/0f457d4c-efca-4d15-ad2b-139691ff342c.svg\" alt=\"oosmetrics — CLI 速度榜 Top 3\"/></a>\n</p>\n\n<br/>\n\n<h3 align=\"center\">DeepSeek 原生的终端 AI 编程代理。</h3>\n<p align=\"center\">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。</p>\n\n<br/>\n\n<p align=\"center\">\n  <img src=\"docs/assets/hero-terminal.zh-CN.svg\" alt=\"Reasonix code 模式预览 — 助手提出 SEARCH/REPLACE 编辑，未 /apply 不落盘\" width=\"860\"/>\n</p>\n\n<br/>\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。→ **<https://discord.gg/XF78rEME2D>**\n\n<br/>\n\n## 安装\n\n~~~bash\ncd my-project\nnpx reasonix code   # 首次运行粘贴 DeepSeek API Key，之后会记住\n~~~\n\n要求 Node ≥ 22。在 macOS · Linux · Windows（PowerShell · Git Bash · Windows Terminal）都跑得顺。[去拿 DeepSeek API Key →](https://platform.deepseek.com/api_keys) · 完整 flag 看 `reasonix code --help`。\n\n`npx` 是推荐路径 —— 不用全局安装，每次都拿最新版。如果你天天用、想把 `reasonix` 装到 `PATH`，跑一次 `reasonix update`。\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<details>\n<summary><strong>切换工作区 · chat vs. code · 写第一个 Skill</strong></summary>\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              # <project>/.reasonix/skills/my-skill.md\n/skill new my-skill --global     # ~/.reasonix/skills，跨项目共用\n~~~\n\n</details>\n\n<br/>\n\n## 配置\n\n一个全局 JSON 文件 `~/.reasonix/config.json`，加上项目级 `<project>/.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 Mojeek；用 `/search-engine` 可切到自托管的 SearXNG 或 Metaso。 |\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<br/>\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<sub align=\"center\">\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</sub>\n\n<br/>\n\n## 能力一览\n\n<p align=\"center\">\n  <img src=\"docs/assets/feature-grid.zh-CN.svg\" alt=\"Reasonix 能力一览 — cell-diff 渲染器、MCP、计划模式、权限、仪表盘、持久化会话、Hooks/Skills/Memory、语义检索、自动 checkpoint、/effort 旋钮、transcript 重放、事件日志\" width=\"880\"/>\n</p>\n\n<br/>\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<br/>\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**](./CONTRIBUTING.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<br/>\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 —— 每个都带背景说明、代码定位、验收标准、提示 —— 全部挂在 [`good first issue`](https://github.com/esengine/reasonix/labels/good%20first%20issue) 标签下。挑任意一个还没人认领的就行。\n\n**正在征集意见的 Discussions：**\n\n- [#20 · CLI / TUI 设计](https://github.com/esengine/reasonix/discussions/20) —— 哪里坏了、哪里少东西、哪里你会怎么改？\n- [#21 · Dashboard 设计](https://github.com/esengine/reasonix/discussions/21) —— 对着[设计稿](https://esengine.github.io/DeepSeek-Reasonix/design/agent-dashboard.html)拍砖\n- [#22 · 未来功能愿望单](https://github.com/esengine/reasonix/discussions/22) —— 你希望 Reasonix 长出什么功能？\n\n**正在使用 Reasonix，愿意让更多人了解它？** 欢迎将相关博客、文章、截图、演讲或视频发布到 [**Show and tell**](https://github.com/esengine/reasonix/discussions/categories/show-and-tell)。项目没有营销预算，新用户主要通过社区口碑找到这里。持续参与传播的用户将获得下方这枚徽章，颁发后会展示在贡献者墙旁：\n\n<p align=\"center\">\n  <a href=\"https://github.com/esengine/reasonix/discussions/categories/show-and-tell\">\n    <img src=\"https://img.shields.io/badge/REASONIX-📣%20ADVOCATE-c4b5fd?style=for-the-badge&labelColor=0d1117\" alt=\"Reasonix Advocate 徽章 —— 授予持续参与传播的用户\"/>\n  </a>\n</p>\n\n**第一次提 PR 之前**：先读 [`CONTRIBUTING.md`](./CONTRIBUTING.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<br/>\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<br/>\n\n## Star 趋势\n\n<a href=\"https://www.star-history.com/?repos=esengine%2FDeepSeek-Reasonix&type=date&legend=top-left\">\n <picture>\n   <source media=\"(prefers-color-scheme: dark)\" srcset=\"https://api.star-history.com/chart?repos=esengine/DeepSeek-Reasonix&type=date&theme=dark&legend=top-left\" />\n   <source media=\"(prefers-color-scheme: light)\" srcset=\"https://api.star-history.com/chart?repos=esengine/DeepSeek-Reasonix&type=date&legend=top-left\" />\n   <img alt=\"Star History Chart\" src=\"https://api.star-history.com/chart?repos=esengine/DeepSeek-Reasonix&type=date&legend=top-left\" />\n </picture>\n</a>\n\n<br/>\n\n## 支持本项目\n\n如果 Reasonix 帮你省了时间或 token，欢迎请杯咖啡。捐助不会换来 feature 优先级，也不会影响 issue 的处理顺序——就是「谢谢」。\n\n- **国内** — 微信支付（扫下方二维码）\n- **海外** — PayPal: [paypal.me/yuhuahui](https://paypal.me/yuhuahui)\n\n<p align=\"center\">\n  <img src=\".github/sponsor/wechat-pay.jpg\" alt=\"微信支付收款码\" width=\"240\"/>\n</p>\n\n<br/>\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[GitHub](https://github.com/esengine/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<p align=\"center\">\n  <a href=\"https://github.com/esengine/DeepSeek-Reasonix/graphs/contributors\">\n    <img src=\"https://contrib.rocks/image?repo=esengine/DeepSeek-Reasonix&max=100&columns=12\" alt=\"esengine/DeepSeek-Reasonix 贡献者\" width=\"860\"/>\n  </a>\n</p>\n\n<br/>\n\n---\n\n<p align=\"center\">\n  <sub>MIT —— 见 <a href=\"./LICENSE\">LICENSE</a></sub>\n  <br/>\n  <sub>由 <a href=\"https://github.com/esengine/DeepSeek-Reasonix/graphs/contributors\">esengine/DeepSeek-Reasonix</a> 社区共建</sub>\n</p>\n","readmeFilename":"README.zh-CN.md"}