railwise-cn/railwise-desktop

최근 기록된 소스 활동: 2026년 5월 30일 20:54

SkillsMP 카탈로그 업데이트: 2026년 11월 12일 12:52

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Follow https://skillsmp.com/skill-install/prompt.md to install Agent Skills from https://github.com/railwise-cn/railwise-desktop.

저장소 README

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<img src="docs/logo.svg" alt="Railwise" width="640"/> English  ·  <a href="./README.zh-CN.md">简体中文</a>  ·  <a href="./README.ja-JP.md">日本語</a>  ·  <a href="https://esengine.github.io/DeepSeek-Reasonix/">Website</a>  ·  <a href="https://esengine.github.io/DeepSeek-Reasonix/configuration.html">Guide</a>  ·  <a href="./docs/ARCHITECTURE.md">Architecture</a>  ·  <a href="./benchmarks/">Benchmarks</a>  ·  <a href="https://discord.gg/XF78rEME2D">Discord</a> <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> <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> <a href="./LICENSE"><img src="https://img.shields.io/npm/l/reasonix.svg?style=flat-square&color=8b949e&labelColor=161b22" alt="license"/></a> <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> <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> <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> <a href="https://atomgit.com/esengine/DeepSeek-Reasonix"><img src="https://atomgit.com/esengine/DeepSeek-Reasonix/star/badge.svg" alt="AtomGit stars"/></a> <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> <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> <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> <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 — Top 2 in Agents by velocity"/></a> <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 — Top 3 in LLMs by velocity"/></a> <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 — Top 3 in CLI by velocity"/></a> <h3 align="center">A DeepSeek-native AI coding agent for your terminal.</h3> Engineered around prefix-cache stability — so token costs stay low across long sessions, and you can leave it running. <img src="docs/assets/hero-terminal.svg" alt="Railwise code mode — assistant proposes a SEARCH/REPLACE edit; nothing on disk until /apply" width="860"/> > [!TIP] > **Cache stability isn't a feature you turn on; it's an invariant the loop is designed around.** That's the whole reason Railwise is DeepSeek-only — every layer is tuned to the byte-stable prefix-cache mechanic. > [!NOTE] > **Real user, single day (2026-05-01):** 435M input tokens, **99.82% cache hit**, ~$12 instead of the ~$61 the same workload would cost with no cache on `v4-flash` — see the [case study](./benchmarks/real-world-cache/README.md). DeepSeek provides the cacheable bytes; the four mechanisms in [Pillar 1](./docs/ARCHITECTURE.md#pillar-1--cache-first-loop) are how Railwise keeps them cacheable across long sessions. > [!IMPORTANT] > **Community · 加入社区** — bilingual Discord with channels for setup help (`#help` / `#求助`), workflow showcases, feature ideas, and contributor-only PR coordination. Verify your GitHub in-server to get the **Contributor** role automatically. → **<https://discord.gg/XF78rEME2D>** ## Install Requires Node ≥ 22. Works on macOS · Linux · Windows (PowerShell · Git Bash · Windows Terminal). Install Railwise globally if you want the `railwise` command available on your `PATH`: ~~~bash npm install -g railwise railwise code my-project # paste a DeepSeek API key on first run; persists after ~~~ Or run it once without installing globally: ~~~bash cd my-project npx railwise code # always uses the latest package by default ~~~ Grab a [DeepSeek API key →](https://platform.deepseek.com/api_keys) · `railwise code --help` for flags. If you use Railwise daily, global install is the simplest path. If you just want to try it, use `npx`. **Prefer fewer keystrokes?** The shorter `dsnix` alias resolves to the same CLI: ~~~bash npm install -g dsnix # exposes `dsnix` on PATH, depends on railwise npx dsnix@latest code # one-shot via the shorter command ~~~ A global `npm install -g railwise` also drops a `dsnix` shim on PATH, so the two are interchangeable. Bare `railwise` (no subcommand) launches `code` in the current directory — typing `railwise` and `railwise code` are equivalent. | Command | When | |---|---| | `railwise` / `railwise code [dir]` | The coding agent. **Start here.** | | `railwise chat` | Plain chat — no filesystem or shell tools. | | `railwise run "task"` | One-shot, streams to stdout. Good for pipes. | | `railwise doctor` | Health check: Node, API key, MCP wiring. | | `railwise update` | Upgrade Railwise itself. | Other subcommands (`replay` · `diff` · `events` · `stats` · `index` · `mcp` · `prune-sessions`) are in `railwise --help` and the [CLI reference](https://esengine.github.io/DeepSeek-Reasonix/#cli). ### QQ channel QQ can extend an existing `chat`, `code`, or desktop session as a remote channel. It is part of the current session flow, not a separate runtime mode. - CLI: start a session, then run `/qq connect` - Desktop: open `Settings -> General -> QQ Channel` Once connected, QQ messages can enter the current session, assistant replies route back to QQ, and follow-up interactions can continue remotely. For full setup, desktop quick start, and troubleshooting, see [QQ channel setup](./docs/qq-connect.md). ### Desktop client (prerelease) A native Tauri client for users who want a GUI over the same loop. Multi-tab, the right-panel shows files the agent has read or edited this session, the same cost / cache / token meters live at the bottom. Same DeepSeek API key, same `~/.reasonix` config — the desktop bundles its own Node runtime, no separate `npm install` step. Download platform installers from [GitHub Releases](https://github.com/esengine/DeepSeek-Reasonix/releases). The desktop ships as a **prerelease**: the loop and protocol are the same as the CLI, but the UI is still being polished and the installers aren't code-signed yet. - **macOS** — first launch hits Gatekeeper. One-time fix: `xattr -dr com.apple.quarantine /Applications/Reasonix.app` (or right-click → Open → confirm). - **Windows** — SmartScreen warns "Unknown publisher". Click **More info → Run anyway**. - **Linux** — `.deb` and `.AppImage` ship plain, no extra step. The CLI remains the canonical surface. Anything that lands in the CLI is also available from the desktop's composer. <details> <summary>Working in another folder · chat vs. code · author a skill</summary> **Working in a different folder.** Railwise scopes filesystem tools to the launch directory; pass `--dir` to retarget. Mid-session switching isn't supported by design (memory paths would tangle with stale roots) — quit and relaunch. ~~~bash npx railwise code --dir /path/to/project ~~~ **Picking `chat` vs `code`.** `code` is the default and the only mode with filesystem / shell tools and SEARCH/REPLACE review. `chat` is the lighter, tools-off shell — reach for it when you want a thinking partner with MCP attached but no disk access. | What you get | `code` | `chat` | |---|---|---| | Filesystem tools + `edit_file` | ✓ | — | | SEARCH/REPLACE → `/apply` review | ✓ | — | | Shell tool (gated) | ✓ | — | | Plan mode · `/todo` · `/skill new` · `/mcp add` | ✓ | — | | Memory (`remember` / `recall_memory`) | project + global | global only | | MCP servers from config · web search · `ask_choice` | ✓ | ✓ | | Coding system prompt | ✓ | generic | | Session scope | per-directory | shared default | **Author your first skill.** No remote registry — write them directly. Edit the file (`description:` frontmatter + body), then `/skill list`. Add `runAs: subagent` to spawn an isolated subagent loop instead of inlining the body. ~~~bash /skill new my-skill # <project>/.reasonix/skills/my-skill.md /skill new my-skill --global # ~/.reasonix/skills for cross-project use ~~~ **Claude-format skills also load.** `<project>/.claude/skills/<name>/SKILL.md` and `~/.claude/skills/` are read alongside Railwise's native paths, so tooling that emits Claude-format skills works out of the box. Example — drop OpenSpec workflows in without an upstream adapter: ~~~bash npx openspec init --tools claude # writes .claude/skills/openspec-*/SKILL.md /skill openspec-propose <task> # then invoke from Railwise ~~~ </details> ## Configuration One JSON file at `~/.reasonix/config.json` plus per-project overrides under `<project>/.reasonix/`. The full bilingual reference — every key, every slash command, the on-disk shape of skills/memory/hooks — lives at: > 📘 **[Configuration Guide](https://esengine.github.io/DeepSeek-Reasonix/configuration.html)** · [中文](https://esengine.github.io/DeepSeek-Reasonix/configuration.html?lang=zh) | Topic | Quick read | |---|---| | [MCP servers](https://esengine.github.io/DeepSeek-Reasonix/configuration.html#mcp) | stdio · SSE · Streamable HTTP. One spec format works for both `config.json` and `--mcp`. | | [Skills](https://esengine.github.io/DeepSeek-Reasonix/configuration.html#skills) | Markdown playbooks the model can invoke. `inline` or `subagent` mode. | | [Memory](https://esengine.github.io/DeepSeek-Reasonix/configuration.html#memory) | User-private knowledge pinned into the prefix. `user` / `feedback` / `project` / `reference` types. | | [Hooks](https://esengine.github.io/DeepSeek-Reasonix/configuration.html#hooks) | Shell commands on lifecycle events. `PreToolUse` (gating) · `PostToolUse` · `UserPromptSubmit` · `Stop`. | | [Permissions](https://esengine.github.io/DeepSeek-Reasonix/configuration.html#permissions) | Per-workspace shell allowlist. Exact-prefix match. | | [Web search](https://esengine.github.io/DeepSeek-Reasonix/configuration.html#search) | Bing by default; switch to Baidu AI Search, self-hosted SearXNG, Metaso, Tavily, Perplexity, Exa, Brave, or Ollama with `/search-engine`. | | [Semantic index](https://esengine.github.io/DeepSeek-Reasonix/configuration.html#index) | `railwise index` — local Ollama or any OpenAI-compatible embedding endpoint. | ## What makes Railwise different The loop is organized around three pillars. Each one solves a problem generic agent frameworks don't even see — because they were designed for a different cache mechanic. Click through to the full architecture writeup → [Pillar 1 — Cache-first loop](./docs/ARCHITECTURE.md#pillar-1--cache-first-loop) · [Pillar 2 — Tool-call repair](./docs/ARCHITECTURE.md#pillar-2--tool-call-repair) · [Pillar 3 — Cost control](./docs/ARCHITECTURE.md#pillar-3--cost-control-v06) ## Capabilities <img src="docs/assets/feature-grid.svg" alt="Railwise capabilities — cell-diff renderer, MCP, plan mode, permissions, dashboard, persistent sessions, hooks/skills/memory, semantic search, auto-checkpoints, /effort knob, transcript replay, event log" width="880"/> ## How it compares | | Railwise | Claude Code | Cursor | Aider | |-----------------------------------|------------------|-------------------|---------------------|--------------------| | Backend | DeepSeek | Anthropic | OpenAI / Anthropic | any (OpenRouter) | | License | **MIT** | closed | closed | Apache 2 | | Cost profile | **low per task** | premium | subscription + use | varies | | DeepSeek prefix-cache | **engineered** | not applicable | not applicable | incidental | | Embedded web dashboard | yes | — | n/a (IDE) | — | | Configurable web search engine | `/search-engine` | — | — | — | | Persistent per-workspace sessions | yes | partial | n/a | — | | Plan mode · MCP · hooks · skills | yes | yes | yes | partial | | Web search (Bing + Baidu + SearXNG + API engines) | yes | yes | yes | yes | | Open community development | yes | — | — | yes | For live cache-hit rates, costs, and methodology, see [`benchmarks/`](./benchmarks/) — the numbers move with model pricing, so they live with the harness, not in the README. ## Documentation - [**Architecture**](./docs/ARCHITECTURE.md) — three pillars: cache-first loop, tool-call repair, cost control - [**CLI Reference**](./docs/CLI-REFERENCE.md) — every shell subcommand, every slash command, every keybinding - [**QQ channel setup**](./docs/qq-connect.md) — CLI first-connect flow, desktop entry, and QQ Open Platform credentials - [**Benchmarks**](./benchmarks/) — τ-bench-lite harness, transcripts, cost methodology - [**Website**](https://esengine.github.io/DeepSeek-Reasonix/) — getting started, dashboard mockup, TUI mockup - [**Contributing**](./CONTRIBUTING.md) — comment policy, error-handling rules, library-over-hand-rolled - [**Code of Conduct**](./CODE_OF_CONDUCT.md) · [**Security policy**](./SECURITY.md) ## Community > [!NOTE] > Railwise is open source and community-developed. Every avatar in the Acknowledgments wall at the bottom of this file is a real PR that shipped. Scoped starter tickets — each with background, code pointers, acceptance criteria, and hints — live under the [`good first issue`](https://github.com/esengine/reasonix/labels/good%20first%20issue) label. Pick anything open. **Open Discussions — opinions wanted:** - [#20 · CLI / TUI design](https://github.com/esengine/reasonix/discussions/20) — what's broken, what's missing, what would you change? - [#21 · Dashboard design](https://github.com/esengine/reasonix/discussions/21) — react against the [proposed mockup](https://esengine.github.io/DeepSeek-Reasonix/design/agent-dashboard.html) - [#22 · Future feature wishlist](https://github.com/esengine/reasonix/discussions/22) — what would you build into Railwise next? **Already using Railwise and willing to help others discover it?** Publish blog posts, articles, screenshots, talks, or videos to [**Show and tell**](https://github.com/esengine/reasonix/discussions/categories/show-and-tell). The project has no marketing budget — community word of mouth is how new users find it. Sustained advocates earn the badge below, displayed next to the contributors wall once awarded: <a href="https://github.com/esengine/reasonix/discussions/categories/show-and-tell"> <img src="https://img.shields.io/badge/REASONIX-📣%20ADVOCATE-c4b5fd?style=for-the-badge&labelColor=0d1117" alt="Railwise Advocate badge — earned by sustained advocates"/> </a> **Before your first PR**: read [`CONTRIBUTING.md`](./CONTRIBUTING.md) — short, strict rules (comments, errors, libraries-over-hand-rolled). `tests/comment-policy.test.ts` enforces the comment ones; `npm run verify` is the pre-push gate. By participating you agree to the [Code of Conduct](./CODE_OF_CONDUCT.md). Security issues → [SECURITY.md](./SECURITY.md). ## Non-goals > [!IMPORTANT] > Railwise is opinionated. Some things it deliberately *doesn't* do — listed here so you can pick the right tool for your work. - **Multi-provider flexibility.** DeepSeek-only on purpose. Coupling to one backend is the feature, not a limitation. - **IDE integration.** Terminal-first. The diff lives in `git diff`, the file tree in `ls`. The dashboard is a companion, not a Cursor replacement. - **Hardest-leaderboard reasoning.** Claude Opus still wins some benchmarks. DeepSeek is competitive on coding; if your work is "solve this PhD proof" rather than "fix this auth bug," start with Claude. - **Air-gapped / fully-free.** Railwise needs a paid DeepSeek API key. For air-gapped or zero-cost runs see Aider + Ollama or [Continue](https://continue.dev). ## Star History <a href="https://www.star-history.com/?repos=esengine%2FDeepSeek-Reasonix&type=date&legend=top-left"> <picture> <source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/chart?repos=esengine/DeepSeek-Reasonix&type=date&theme=dark&legend=top-left" /> <source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/chart?repos=esengine/DeepSeek-Reasonix&type=date&legend=top-left" /> <img alt="Star History Chart" src="https://api.star-history.com/chart?repos=esengine/DeepSeek-Reasonix&type=date&legend=top-left" /> </picture> </a> ## Support If Railwise has been useful and you'd like to say thanks, you can. It stays a coffee, not a contract — donations don't buy feature priority or change how issues get triaged. - **International** — PayPal: [paypal.me/yuhuahui](https://paypal.me/yuhuahui) - **国内** — 微信支付（扫码） <img src=".github/sponsor/wechat-pay.jpg" alt="WeChat Pay QR code" width="240"/> ## Acknowledgments A small list of folks whose work has shaped Railwise the most — measured by both commit count and code volume. **Listed alphabetically, no ordering of importance.** The full contributor graph is on [GitHub](https://github.com/esengine/DeepSeek-Reasonix/graphs/contributors). - [**ctharvey**](https://github.com/ctharvey) - [**dimasd-angga**](https://github.com/dimasd-angga) (Dimas D. Angga) - [**Evan-Pycraft**](https://github.com/Evan-Pycraft) - [**ForeverYoungPp**](https://github.com/ForeverYoungPp) - [**GTC2080**](https://github.com/GTC2080) (TaoMu) - [**kabaka9527**](https://github.com/kabaka9527) - [**lisniuse**](https://github.com/lisniuse) (Richie) - [**wade19990814-hue**](https://github.com/wade19990814-hue) - [**wviana**](https://github.com/wviana) (Wesley Viana) Also a separate thank-you to [**Bernardxu123**](https://github.com/Bernardxu123) for designing the project logo (see [`docs/brand/`](./docs/brand/)), and to [AIGC Link](https://xhslink.com/m/80ngts127cA) for promoting the project on XiaoHongShu. <a href="https://github.com/esengine/DeepSeek-Reasonix/graphs/contributors"> <img src="https://contrib.rocks/image?repo=esengine/DeepSeek-Reasonix&max=100&columns=12" alt="Contributors to esengine/DeepSeek-Reasonix" width="860"/> </a> --- MIT — see <a href="./LICENSE">LICENSE</a> Built by the community at <a href="https://github.com/esengine/DeepSeek-Reasonix/graphs/contributors">esengine/DeepSeek-Reasonix</a>

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