diff --git a/README.md b/README.md
index 9141e2a..462a156 100644
--- a/README.md
+++ b/README.md
@@ -1,24 +1,30 @@
+
+> [!NOTE]
+> 本文档由 WeHub 基于上游 README 翻译整理,属于社区翻译,非官方中文文档。
+> [English](./README.en.md) · [原始项目](https://github.com/rtk-ai/rtk) · [上游 README](https://github.com/rtk-ai/rtk/blob/HEAD/README.md)
+> 原作者、版权与许可证归属以原始项目及本仓库 LICENSE 文件为准。
+
- High-performance CLI proxy that reduces LLM token consumption by 60-90%
+ 高性能 CLI 代理,将 LLM token 消耗降低 60-90%
-
+
- Website •
- Install •
- Troubleshooting •
- Architecture •
+ 官网 •
+ 安装 •
+ 故障排除 •
+ 架构 •
Discord
@@ -28,482 +34,145 @@
中文 •
日本語 •
한국어 •
- Espanol •
- Português
+ Espanol
---
-rtk filters and compresses command outputs before they reach your LLM context. Single Rust binary, 100+ supported commands, <10ms overhead.
+rtk 在命令输出到达 LLM 上下文之前进行过滤和压缩。单一 Rust 二进制文件,零依赖,<10ms 开销。
-## Token Savings (30-min Claude Code Session)
+## Token 节省(30 分钟 Claude Code 会话)
-| Operation | Frequency | Standard | rtk | Savings |
-|-----------|-----------|----------|-----|---------|
+| 操作 | 频率 | 标准 | rtk | 节省 |
+|------|------|------|-----|------|
| `ls` / `tree` | 10x | 2,000 | 400 | -80% |
| `cat` / `read` | 20x | 40,000 | 12,000 | -70% |
| `grep` / `rg` | 8x | 16,000 | 3,200 | -80% |
| `git status` | 10x | 3,000 | 600 | -80% |
| `git diff` | 5x | 10,000 | 2,500 | -75% |
-| `git log` | 5x | 2,500 | 500 | -80% |
-| `git add/commit/push` | 8x | 1,600 | 120 | -92% |
| `cargo test` / `npm test` | 5x | 25,000 | 2,500 | -90% |
-| `ruff check` | 3x | 3,000 | 600 | -80% |
-| `pytest` | 4x | 8,000 | 800 | -90% |
-| `go test` | 3x | 6,000 | 600 | -90% |
-| `docker ps` | 3x | 900 | 180 | -80% |
-| **Total** | | **~118,000** | **~23,900** | **-80%** |
+| **总计** | | **~118,000** | **~23,900** | **-80%** |
-> Estimates based on medium-sized TypeScript/Rust projects. Actual savings vary by project size.
+## 安装
-## Installation
-
-### Homebrew (recommended)
+### Homebrew(推荐)
```bash
brew install rtk
```
-### Quick Install (Linux/macOS)
+### 快速安装(Linux/macOS)
```bash
curl -fsSL https://raw.githubusercontent.com/rtk-ai/rtk/refs/heads/master/install.sh | sh
```
-> Installs to `~/.local/bin`. Add to PATH if needed:
-> ```bash
-> echo 'export PATH="$HOME/.local/bin:$PATH"' >> ~/.bashrc # or ~/.zshrc
-> ```
-
### Cargo
```bash
cargo install --git https://github.com/rtk-ai/rtk
```
-### Pre-built Binaries
-
-Download from [releases](https://github.com/rtk-ai/rtk/releases):
-- macOS: `rtk-x86_64-apple-darwin.tar.gz` / `rtk-aarch64-apple-darwin.tar.gz`
-- Linux: `rtk-x86_64-unknown-linux-musl.tar.gz` / `rtk-aarch64-unknown-linux-gnu.tar.gz`
-- Windows: `rtk-x86_64-pc-windows-msvc.zip`
-
-> **Windows users**: Extract the zip and place `rtk.exe` somewhere in your PATH (e.g. `C:\Users\\.local\bin`). Run RTK from **Command Prompt**, **PowerShell**, or **Windows Terminal** — do not double-click the `.exe` (it will flash and close). The full hook system works natively on Windows (and in [WSL](https://learn.microsoft.com/en-us/windows/wsl/install)). See [Windows setup](#windows) below for details.
-
-### Verify Installation
+### 验证
```bash
-rtk --version # Should show "rtk 0.28.2"
-rtk gain # Should show token savings stats
+rtk --version # 应显示 "rtk 0.27.x"
+rtk gain # 应显示 token 节省统计
```
-> **Name collision warning**: Another project named "rtk" (Rust Type Kit) exists on crates.io. If `rtk gain` fails, you have the wrong package. Use `cargo install --git` above instead.
-
-## Quick Start
+## 快速开始
```bash
-# 1. Install for your AI tool
-rtk init -g # Claude Code / Copilot (default)
-rtk init -g --gemini # Gemini CLI
-rtk init -g --codex # Codex (OpenAI)
-rtk init -g --agent cursor # Cursor
-rtk init -g --agent windsurf # Windsurf
-rtk init --agent cline # Cline / Roo Code
-rtk init --agent kilocode # Kilo Code
-rtk init --agent antigravity # Google Antigravity
-rtk init -g --agent pi # Pi
-rtk init --agent hermes # Hermes
-rtk init -g --agent droid # Factory Droid
+# 1. 为 Claude Code 安装 hook(推荐)
+rtk init --global
-# 2. Restart your AI tool, then test
-git status # Automatically rewritten to rtk git status
+# 2. 重启 Claude Code,然后测试
+git status # 自动重写为 rtk git status
```
-Hook-based agents rewrite Bash commands (e.g., `git status` -> `rtk git status`) before execution. Plugin-based agents, including Hermes, use their plugin API to rewrite commands before execution. The agent receives compact output without needing to call `rtk` explicitly.
-
-**Important:** the hook only runs on Bash tool calls. Claude Code built-in tools like `Read`, `Grep`, and `Glob` do not pass through the Bash hook, so they are not auto-rewritten. To get RTK's compact output for those workflows, use shell commands (`cat`/`head`/`tail`, `rg`/`grep`, `find`) or call `rtk read`, `rtk grep`, or `rtk find` directly.
-
-## How It Works
+## 工作原理
```
- Without rtk: With rtk:
+ 没有 rtk: 使用 rtk:
Claude --git status--> shell --> git Claude --git status--> RTK --> git
^ | ^ | |
- | ~2,000 tokens (raw) | | ~200 tokens | filter |
- +-----------------------------------+ +------- (filtered) ---+----------+
+ | ~2,000 tokens(原始) | | ~200 tokens | 过滤 |
+ +-----------------------------------+ +------- (已过滤)-----+----------+
```
-Four strategies applied per command type:
+四种策略:
-1. **Smart Filtering** - Removes noise (comments, whitespace, boilerplate)
-2. **Grouping** - Aggregates similar items (files by directory, errors by type)
-3. **Truncation** - Keeps relevant context, cuts redundancy
-4. **Deduplication** - Collapses repeated log lines with counts
+1. **智能过滤** - 去除噪音(注释、空白、样板代码)
+2. **分组** - 聚合相似项(按目录分文件,按类型分错误)
+3. **截断** - 保留相关上下文,删除冗余
+4. **去重** - 合并重复日志行并计数
-## Commands
+## 命令
-### Files
+### 文件
```bash
-rtk ls . # Token-optimized directory tree
-rtk read file.rs # Smart file reading
-rtk read file.rs -l aggressive # Signatures only (strips bodies)
-rtk smart file.rs # 2-line heuristic code summary
-rtk find "*.rs" . # Compact find results
-rtk grep "pattern" . # Grouped search results
-rtk diff file1 file2 # Condensed diff (exit 1 if files differ)
+rtk ls . # 优化的目录树
+rtk read file.rs # 智能文件读取
+rtk find "*.rs" . # 紧凑的查找结果
+rtk grep "pattern" . # 按文件分组的搜索结果
```
### Git
```bash
-rtk git status # Compact status
-rtk git log -n 10 # One-line commits
-rtk git diff # Condensed diff
-rtk git add # -> "ok"
-rtk git commit -m "msg" # -> "ok abc1234"
+rtk git status # 紧凑状态
+rtk git log -n 10 # 单行提交
+rtk git diff # 精简 diff
rtk git push # -> "ok main"
-rtk git pull # -> "ok 3 files +10 -2"
```
-### GitHub CLI
+### 测试
```bash
-rtk gh pr list # Compact PR listing
-rtk gh pr view 42 # PR details + checks
-rtk gh issue list # Compact issue listing
-rtk gh run list # Workflow run status
+rtk jest # Jest 紧凑输出
+rtk vitest # Vitest 紧凑输出
+rtk pytest # Python 测试(-90%)
+rtk go test # Go 测试(-90%)
+rtk test # 仅显示失败(-90%)
```
-### Test Runners
+### 构建 & 检查
```bash
-rtk jest # Jest compact (failures only)
-rtk vitest # Vitest compact (failures only)
-rtk playwright test # E2E results (failures only)
-rtk pytest # Python tests (-90%)
-rtk go test # Go tests (NDJSON, -90%)
-rtk cargo test # Cargo tests (-90%)
-rtk rake test # Ruby minitest (-90%)
-rtk rspec # RSpec tests (JSON, -60%+)
-rtk err # Filter errors only from any command
-rtk test # Generic test wrapper - failures only (-90%)
+rtk lint # ESLint 按规则分组
+rtk tsc # TypeScript 错误分组
+rtk cargo build # Cargo 构建(-80%)
+rtk ruff check # Python lint(-80%)
```
-### Build & Lint
+### 容器
```bash
-rtk lint # ESLint grouped by rule/file
-rtk lint biome # Supports other linters
-rtk tsc # TypeScript errors grouped by file
-rtk next build # Next.js build compact
-rtk prettier --check . # Files needing formatting
-rtk cargo build # Cargo build (-80%)
-rtk cargo clippy # Cargo clippy (-80%)
-rtk ruff check # Python linting (JSON, -80%)
-rtk golangci-lint run # Go linting (JSON, -85%)
-rtk rubocop # Ruby linting (JSON, -60%+)
+rtk docker ps # 紧凑容器列表
+rtk docker logs # 去重日志
+rtk kubectl pods # 紧凑 Pod 列表
```
-### Package Managers
+### 分析
```bash
-rtk pnpm list # Compact dependency tree
-rtk uv run pytest # Preserve uv env, errors only
-rtk pip list # Python packages (auto-detect uv)
-rtk pip outdated # Outdated packages
-rtk bundle install # Ruby gems (strip Using lines)
-rtk prisma generate # Schema generation (no ASCII art)
+rtk gain # 节省统计
+rtk gain --graph # ASCII 图表(30 天)
+rtk discover # 发现遗漏的节省机会
```
-### AWS
-```bash
-rtk aws sts get-caller-identity # One-line identity
-rtk aws ec2 describe-instances # Compact instance list
-rtk aws lambda list-functions # Name/runtime/memory (strips secrets)
-rtk aws logs get-log-events # Timestamped messages only
-rtk aws cloudformation describe-stack-events # Failures first
-rtk aws dynamodb scan # Unwraps type annotations
-rtk aws iam list-roles # Strips policy documents
-rtk aws s3 ls # Truncated with tee recovery
-```
+## 文档
-### Containers
-```bash
-rtk docker ps # Compact container list
-rtk docker images # Compact image list
-rtk docker logs # Deduplicated logs
-rtk docker compose ps # Compose services
-rtk kubectl pods # Compact pod list
-rtk kubectl logs # Deduplicated logs
-rtk kubectl services # Compact service list
-rtk oc get pods # OpenShift pod summary
-rtk oc get services # OpenShift service list
-rtk oc logs # Deduplicated logs
-```
+- **[TROUBLESHOOTING.md](docs/TROUBLESHOOTING.md)** - 解决常见问题
+- **[INSTALL.md](INSTALL.md)** - 详细安装指南
+- **[ARCHITECTURE.md](docs/contributing/ARCHITECTURE.md)** - 技术架构
-### Infrastructure as Code
-```bash
-rtk pulumi preview # Strip header/URL/duration noise
-rtk pulumi up # Compact apply output
-rtk pulumi destroy # Compact destroy output
-rtk pulumi refresh # Drift summary
-rtk pulumi stack # Stack metadata (strips owner/timestamps)
-```
+## 贡献
-### Data & Analytics
-```bash
-rtk json config.json # Structure without values
-rtk deps # Dependencies summary
-rtk env -f AWS # Filtered env vars
-rtk log app.log # Deduplicated logs
-rtk curl # Truncate + save full output
-rtk wget # Download, strip progress bars
-rtk summary # Heuristic summary
-rtk proxy # Raw passthrough + tracking
-```
+欢迎贡献!请在 [GitHub](https://github.com/rtk-ai/rtk) 上提交 issue 或 PR。
-### Token Savings Analytics
-```bash
-rtk gain # Summary stats
-rtk gain --graph # ASCII graph (last 30 days)
-rtk gain --history # Recent command history
-rtk gain --daily # Day-by-day breakdown
-rtk gain --all --format json # JSON export for dashboards
+加入 [Discord](https://discord.gg/RySmvNF5kF) 社区。
-rtk discover # Find missed savings opportunities
-rtk discover --all --since 7 # All projects, last 7 days
+## 许可证
-rtk session # Show RTK adoption across recent sessions
-```
+Apache 2.0 许可证 - 详见 [LICENSE](LICENSE)。
-## Global Flags
+## 免责声明
-```bash
--u, --ultra-compact # ASCII icons, inline format (extra token savings)
--v, --verbose # Increase verbosity (-v, -vv, -vvv)
-```
-
-## Examples
-
-**Directory listing:**
-```
-# ls -la (45 lines, ~800 tokens) # rtk ls (12 lines, ~150 tokens)
-drwxr-xr-x 15 user staff 480 ... my-project/
--rw-r--r-- 1 user staff 1234 ... +-- src/ (8 files)
-... | +-- main.rs
- +-- Cargo.toml
-```
-
-**Git operations:**
-```
-# git push (15 lines, ~200 tokens) # rtk git push (1 line, ~10 tokens)
-Enumerating objects: 5, done. ok main
-Counting objects: 100% (5/5), done.
-Delta compression using up to 8 threads
-...
-```
-
-**Test output:**
-```
-# cargo test (200+ lines on failure) # rtk test cargo test (~20 lines)
-running 15 tests FAILED: 2/15 tests
-test utils::test_parse ... ok test_edge_case: assertion failed
-test utils::test_format ... ok test_overflow: panic at utils.rs:18
-...
-```
-
-## Auto-Rewrite Hook
-
-The most effective way to use rtk. The hook transparently intercepts Bash commands and rewrites them to rtk equivalents before execution.
-
-**Result**: 100% rtk adoption across all conversations and subagents, zero token overhead.
-
-**Scope note:** this only applies to Bash tool calls. Claude Code built-in tools such as `Read`, `Grep`, and `Glob` bypass the hook, so use shell commands or explicit `rtk` commands when you want RTK filtering there.
-
-### Setup
-
-```bash
-rtk init -g # Install hook + RTK.md (recommended)
-rtk init -g --opencode # OpenCode plugin (instead of Claude Code)
-rtk init -g --auto-patch # Non-interactive (CI/CD)
-rtk init -g --hook-only # Hook only, no RTK.md
-rtk init --show # Verify installation
-```
-
-After install, **restart Claude Code**.
-
-## Windows
-
-RTK works fully on native Windows. Since **v0.37.2** the auto-rewrite hook runs as a **native binary command** (`rtk hook claude`) — no Unix shell, bash, or jq required — so commands are rewritten transparently on Command Prompt, PowerShell, and Windows Terminal, just like on Linux and macOS.
-
-### Native Windows
-
-```powershell
-# 1. Download and extract rtk-x86_64-pc-windows-msvc.zip from releases
-# 2. Add rtk.exe to your PATH (e.g. C:\Users\\.local\bin)
-# 3. Initialize — installs the native binary hook
-rtk init -g
-```
-
-**Upgrading from an older install?** If you set RTK up before v0.37.2 you may still have the legacy `rtk-rewrite.sh` shell hook (which does need a Unix shell). Re-run `rtk init -g` to migrate to the native binary hook.
-
-**Prerequisites**: some filters shell out to [ripgrep](https://github.com/BurntSushi/ripgrep) (`rg`). Install it and keep it on your PATH (e.g. `winget install BurntSushi.ripgrep.MSVC`) to avoid `Binary 'rg' not found on PATH` warnings.
-
-**Important**: Do not double-click `rtk.exe` — it is a CLI tool that prints usage and exits immediately. Always run it from a terminal (Command Prompt, PowerShell, or Windows Terminal).
-
-### WSL
-
-[WSL](https://learn.microsoft.com/en-us/windows/wsl/install) also works and behaves exactly like Linux:
-
-```bash
-# Inside WSL
-curl -fsSL https://raw.githubusercontent.com/rtk-ai/rtk/refs/heads/master/install.sh | sh
-rtk init -g
-```
-
-| Feature | Native Windows | WSL |
-|---------|----------------|-----|
-| Filters (cargo, git, etc.) | Full | Full |
-| Auto-rewrite hook | Yes (native binary) | Yes |
-| `rtk init -g` | Hook mode | Hook mode |
-| `rtk gain` / analytics | Full | Full |
-
-## Supported AI Tools
-
-RTK supports 15 AI coding tools. Each integration rewrites shell commands to `rtk` equivalents for 60-90% token savings where the agent supports command interception.
-
-| Tool | Install | Method |
-|------|---------|--------|
-| **Claude Code** | `rtk init -g` | PreToolUse hook (native binary) |
-| **GitHub Copilot (VS Code)** | `rtk init -g --copilot` | PreToolUse hook — transparent rewrite |
-| **GitHub Copilot CLI** | `rtk init -g --copilot` | PreToolUse deny-with-suggestion (CLI limitation) |
-| **Cursor** | `rtk init -g --agent cursor` | preToolUse hook (hooks.json) |
-| **Gemini CLI** | `rtk init -g --gemini` | BeforeTool hook |
-| **Codex** | `rtk init -g --codex` | AGENTS.md + RTK.md instructions |
-| **Windsurf** | `rtk init -g --agent windsurf` | .windsurfrules (project-scoped) |
-| **Cline / Roo Code** | `rtk init --agent cline` | .clinerules (project-scoped) |
-| **OpenCode** | `rtk init -g --opencode` | Plugin TS (tool.execute.before) |
-| **OpenClaw** | `openclaw plugins install ./openclaw` | Plugin TS (before_tool_call) |
-| **Pi** | `rtk init -g --agent pi` (global) | TypeScript extension (tool_call) |
-| **Hermes** | `rtk init --agent hermes` | Python plugin adapter (terminal command mutation via `rtk rewrite`) |
-| **Mistral Vibe** | Planned ([#800](https://github.com/rtk-ai/rtk/issues/800)) | Blocked on upstream |
-| **Kilo Code** | `rtk init --agent kilocode` | .kilocode/rules/rtk-rules.md (project-scoped) |
-| **Google Antigravity** | `rtk init --agent antigravity` | .agents/rules/antigravity-rtk-rules.md (project-scoped) |
-| **Factory Droid** | `rtk init -g --agent droid` (or per-project) | PreToolUse hook in `~/.factory/hooks.json` (matcher `Execute`) |
-
-For per-agent setup details, override controls, and graceful degradation, see the [Supported Agents guide](https://www.rtk-ai.app/guide/getting-started/supported-agents). The Hermes plugin source and tests live in `hooks/hermes/`; installed Hermes runtime files still live under `~/.hermes/plugins/rtk-rewrite/`.
-
-## Configuration
-
-`~/.config/rtk/config.toml` (macOS: `~/Library/Application Support/rtk/config.toml`):
-
-```toml
-[hooks]
-exclude_commands = ["curl", "playwright"] # skip rewrite for these
-
-[tee]
-enabled = true # save raw output on failure (default: true)
-mode = "failures" # "failures", "always", or "never"
-```
-
-When a command fails, RTK saves the full unfiltered output so the LLM can read it without re-executing:
-
-```
-FAILED: 2/15 tests
-[full output: ~/.local/share/rtk/tee/1707753600_cargo_test.log]
-```
-
-For the full config reference (all sections, env vars, per-project filters), see the [Configuration guide](https://www.rtk-ai.app/guide/getting-started/configuration).
-
-### Uninstall
-
-```bash
-rtk init -g --uninstall # Remove hook, RTK.md, settings.json entry
-cargo uninstall rtk # Remove binary
-brew uninstall rtk # If installed via Homebrew
-```
-
-## Documentation
-
-- **[rtk-ai.app/guide](https://www.rtk-ai.app/guide)** — full user guide (installation, supported agents, what gets optimized, analytics, configuration, troubleshooting)
-- **[INSTALL.md](INSTALL.md)** — detailed installation reference
-- **[ARCHITECTURE.md](docs/contributing/ARCHITECTURE.md)** — system design and technical decisions
-- **[CONTRIBUTING.md](CONTRIBUTING.md)** — contribution guide
-- **[SECURITY.md](SECURITY.md)** — security policy
-
-## Privacy & Telemetry
-
-RTK can collect **anonymous, aggregate usage metrics** once per day. Telemetry is **disabled by default** and requires **explicit opt-in consent** (GDPR Art. 6, 7) during `rtk init` or via `rtk telemetry enable`. This data helps us build a better product: identifying which commands need filters, which filters need improvement, and how much value RTK delivers. For the full list of fields, data handling, and contributor guidelines, see **[docs/TELEMETRY.md](docs/TELEMETRY.md)**.
-
-**What is collected and why:**
-
-| Category | Data | Why |
-|----------|------|-----|
-| Identity | Salted device hash (SHA-256, not reversible) | Count unique installations without tracking individuals |
-| Environment | RTK version, OS, architecture, install method | Know which platforms to support and test |
-| Usage volume | Command count (24h), total commands, tokens saved (24h/30d/total) | Measure adoption and value delivered |
-| Quality | Top 5 passthrough commands (0% savings), parse failure count, commands with <30% savings | Identify missing filters and weak ones to improve |
-| Ecosystem | Command category distribution (e.g. git 45%, cargo 20%, js 15%) | Prioritize filter development for popular ecosystems |
-| Retention | Days since first use, active days in last 30 | Understand engagement and detect churn |
-| Adoption | AI agent hook type (claude/gemini/codex), custom TOML filter count | Track integration coverage and DSL adoption |
-| Configuration | Whether config.toml exists, number of excluded commands, project count | Understand user maturity and customization patterns |
-| Features | Usage counts for meta-commands (gain, discover, proxy, verify) | Know which RTK features are valued vs unused |
-| Economics | Estimated USD savings (based on API token pricing) | Quantify the value RTK provides to users |
-
-All data is **aggregate counts or anonymized command names** (first 3 words, no arguments). Top commands report only tool names (e.g. "git", "cargo"), never full command lines.
-
-**What is NOT collected:** source code, file paths, command arguments, secrets, environment variables, personal data, or repository contents.
-
-**Manage telemetry:**
-```bash
-rtk telemetry status # Check current consent state
-rtk telemetry enable # Give consent (interactive prompt)
-rtk telemetry disable # Withdraw consent — stops all collection immediately
-rtk telemetry forget # Withdraw consent + delete all local data + request server-side erasure
-```
-
-**Override via environment:**
-```bash
-export RTK_TELEMETRY_DISABLED=1 # Blocks telemetry regardless of consent
-```
-
-## Star History
-
-
-
-
-
-
-
-
-
-## StarMapper
-
-
-
-
-
-
-
-
-
-## Core team
-
-- **Patrick Szymkowiak** — Founder
- [GitHub](https://github.com/pszymkowiak) · [LinkedIn](https://www.linkedin.com/in/patrick-szymkowiak/)
-- **Florian Bruniaux** — Core contributor
- [GitHub](https://github.com/FlorianBruniaux) · [LinkedIn](https://www.linkedin.com/in/florian-bruniaux-43408b83/)
-- **Adrien Eppling** — Core contributor
- [GitHub](https://github.com/aeppling) · [LinkedIn](https://www.linkedin.com/in/adrien-eppling/)
-- **Nicolas Le Cam** — Core contributor
- [Github](https://github.com/kush) · [LinkedIn](https://www.linkedin.com/in/nicolas-le-cam-386387160/)
-
-## Contributing
-
-Contributions welcome! Please open an issue or PR on [GitHub](https://github.com/rtk-ai/rtk).
-
-Join the community on [Discord](https://discord.gg/RySmvNF5kF).
-
-## License
-
-Apache License 2.0 - see [LICENSE](LICENSE) for details.
-
-## Disclaimer
-
-See [DISCLAIMER.md](DISCLAIMER.md).
+详见 [DISCLAIMER.md](DISCLAIMER.md)。