Merge remote-tracking branch 'origin/main' into refactor/line-sdk

# Conflicts: # pkg/channels/line/line.go
2026-06-12 18:08:54 +00:00 · 2026-04-15 23:07:04 +09:00
parent fe51cd504f f1b659e5ef
commit 5b0c9e2708
424 changed files with 36520 additions and 8067 deletions
@@ -16,5 +16,5 @@ jobs:
        with:
          go-version-file: go.mod

-      - name: Build
+      - name: Build core binaries
        run: make build-all
@@ -17,29 +17,38 @@ jobs:
        with:
          ref: main

-      # 1. 安装指定版本的 Go (可选，但推荐)
+      # 1. Install Go from go.mod
      - name: Setup Go
        uses: actions/setup-go@v6
        with:
          go-version-file: go.mod

-      # 2. 安装 pnpm
-      - name: Install pnpm
-        run: brew install pnpm
+      - name: Setup pnpm
+        uses: pnpm/action-setup@v4
+        with:
+          version: 10.33.0
+          run_install: false

-      # 3. 运行你的 Makefile 编译二进制文件
+      - name: Setup Node.js
+        uses: actions/setup-node@v6
+        with:
+          node-version: 22
+          cache: pnpm
+          cache-dependency-path: web/frontend/pnpm-lock.yaml
+
+      # 3. Build the application bundle
      - name: Build with Make
        run: make build ARCH=${{ matrix.arch }} && make build-macos-app ARCH=${{ matrix.arch }}

-      # 4. 签名
+      # 4. Apply ad-hoc signing
      - name: Ad-hoc Sign
        run: codesign --force --deep --sign - "build/PicoClaw Launcher.app"

-      # 5. 安装打包工具
+      # 5. Install the DMG packaging tool
      - name: Install create-dmg
        run: brew install create-dmg

-      # 6. 执行打包命令
+      # 6. Create the DMG
      - name: Create DMG
        run: |
          mkdir -p dist
@@ -54,7 +63,7 @@ jobs:
            "dist/picoclaw-${{ matrix.arch }}.dmg" \
            "build/PicoClaw Launcher.app"

-      # 7. 上传文件到 GitHub Artifacts (供你下载)
+      # 7. Upload the DMG as a GitHub artifact
      - name: Upload DMG
        uses: actions/upload-artifact@v7
        with:
@@ -47,13 +47,18 @@ jobs:
        with:
          go-version-file: go.mod

+      - name: Setup pnpm
+        uses: pnpm/action-setup@v4
+        with:
+          version: 10.33.0
+          run_install: false
+
      - name: Setup Node.js
        uses: actions/setup-node@v6
        with:
          node-version: 22
-
-      - name: Setup pnpm
-        run: corepack enable && corepack prepare pnpm@latest --activate
+          cache: pnpm
+          cache-dependency-path: web/frontend/pnpm-lock.yaml

      - name: Set up QEMU
        uses: docker/setup-qemu-action@v4
@@ -75,6 +80,9 @@ jobs:
          username: ${{ secrets.DOCKERHUB_USERNAME }}
          password: ${{ secrets.DOCKERHUB_TOKEN }}

+      - name: Install zip
+        run: sudo apt-get install -y zip
+
      - name: Create local tag for GoReleaser
        run: git tag "${{ steps.version.outputs.version }}"

@@ -90,6 +98,7 @@ jobs:
          DOCKERHUB_IMAGE_NAME: ${{ vars.DOCKERHUB_REPOSITORY }}
          GOVERSION: ${{ steps.setup-go.outputs.go-version }}
          GORELEASER_CURRENT_TAG: ${{ steps.version.outputs.version }}
+          INCLUDE_ANDROID_BUNDLE: "true"
          NIGHTLY_BUILD: "true"
          MACOS_SIGN_P12: ${{ secrets.MACOS_SIGN_P12 }}
          MACOS_SIGN_PASSWORD: ${{ secrets.MACOS_SIGN_PASSWORD }}
@@ -123,7 +132,7 @@ jobs:

          # Collect release artifacts from goreleaser dist/
          ASSETS=()
-          for f in dist/*.tar.gz dist/*.zip dist/*.deb dist/*.rpm dist/checksums.txt; do
+          for f in dist/*.tar.gz dist/*.zip dist/*.deb dist/*.rpm dist/checksums.txt build/picoclaw-android-universal.zip; do
            [ -f "$f" ] && ASSETS+=("$f")
          done

@@ -135,4 +144,3 @@ jobs:
            --prerelease \
            --latest=false \
            "${ASSETS[@]}"
-
@@ -41,10 +41,11 @@ jobs:
        with:
          go-version-file: go.mod

+      - name: Install govulncheck
+        run: go install golang.org/x/vuln/cmd/govulncheck@v1.1.4
+
      - name: Run Govulncheck
-        uses: golang/govulncheck-action@v1
-        with:
-          go-package: ./...
+        run: govulncheck -C . -format text ./...

  test:
    name: Tests
@@ -65,13 +65,18 @@ jobs:
        with:
          go-version-file: go.mod

+      - name: Setup pnpm
+        uses: pnpm/action-setup@v4
+        with:
+          version: 10.33.0
+          run_install: false
+
      - name: Setup Node.js
        uses: actions/setup-node@v6
        with:
          node-version: 22
-
-      - name: Setup pnpm
-        run: corepack enable && corepack prepare pnpm@latest --activate
+          cache: pnpm
+          cache-dependency-path: web/frontend/pnpm-lock.yaml

      - name: Set up QEMU
        uses: docker/setup-qemu-action@v4
@@ -93,6 +98,9 @@ jobs:
          username: ${{ secrets.DOCKERHUB_USERNAME }}
          password: ${{ secrets.DOCKERHUB_TOKEN }}

+      - name: Install zip
+        run: sudo apt-get install -y zip
+
      - name: Run GoReleaser
        uses: goreleaser/goreleaser-action@v7
        with:
@@ -104,6 +112,7 @@ jobs:
          GITHUB_REPOSITORY_OWNER: ${{ github.repository_owner }}
          DOCKERHUB_IMAGE_NAME: ${{ vars.DOCKERHUB_REPOSITORY }}
          GOVERSION: ${{ steps.setup-go.outputs.go-version }}
+          INCLUDE_ANDROID_BUNDLE: "true"
          MACOS_SIGN_P12: ${{ secrets.MACOS_SIGN_P12 }}
          MACOS_SIGN_PASSWORD: ${{ secrets.MACOS_SIGN_PASSWORD }}
          MACOS_NOTARY_ISSUER_ID: ${{ secrets.MACOS_NOTARY_ISSUER_ID }}
@@ -9,11 +9,10 @@ git:

 before:
  hooks:
-    - go mod tidy
    - go generate ./...
-    - sh -c 'cd web/frontend && pnpm install && pnpm build:backend'
-    - go install github.com/tc-hib/go-winres@latest
-    - go-winres make --in web/backend/winres/winres.json --out web/backend/rsrc --product-version={{ .Version }} --file-version={{ .Version }}
+    - sh -c 'cd web/frontend && CI=true pnpm install --frozen-lockfile && pnpm build:backend'
+    - sh -c 'GOBIN="$(go env GOPATH)/bin"; mkdir -p "$GOBIN"; go install github.com/tc-hib/go-winres@v0.3.3 && "$GOBIN/go-winres" make --in web/backend/winres/winres.json --out web/backend/rsrc --product-version={{ .Version }} --file-version={{ .Version }}'
+    - sh -c 'if [ "${INCLUDE_ANDROID_BUNDLE:-}" = "true" ]; then make build-android-bundle; fi'

 builds:
  - id: picoclaw
@@ -27,7 +26,7 @@ builds:
      - -X github.com/sipeed/picoclaw/pkg/config.Version={{ .Version }}
      - -X github.com/sipeed/picoclaw/pkg/config.GitCommit={{ .ShortCommit }}
      - -X github.com/sipeed/picoclaw/pkg/config.BuildTime={{ .Date }}
-      - -X github.com/sipeed/picoclaw/pkg/config.GoVersion={{ .Env.GOVERSION }}
+      - -X github.com/sipeed/picoclaw/pkg/config.GoVersion={{ with index .Env "GOVERSION" }}{{ . }}{{ else }}unknown{{ end }}
    goos:
      - linux
      - windows
@@ -67,6 +66,10 @@ builds:
      - stdjson
    ldflags:
      - -s -w
+      - -X github.com/sipeed/picoclaw/pkg/config.Version={{ .Version }}
+      - -X github.com/sipeed/picoclaw/pkg/config.GitCommit={{ .ShortCommit }}
+      - -X github.com/sipeed/picoclaw/pkg/config.BuildTime={{ .Date }}
+      - -X github.com/sipeed/picoclaw/pkg/config.GoVersion={{ with index .Env "GOVERSION" }}{{ . }}{{ else }}unknown{{ end }}
    goos:
      - linux
      - windows
@@ -106,6 +109,10 @@ builds:
      - stdjson
    ldflags:
      - -s -w
+      - -X github.com/sipeed/picoclaw/pkg/config.Version={{ .Version }}
+      - -X github.com/sipeed/picoclaw/pkg/config.GitCommit={{ .ShortCommit }}
+      - -X github.com/sipeed/picoclaw/pkg/config.BuildTime={{ .Date }}
+      - -X github.com/sipeed/picoclaw/pkg/config.GoVersion={{ with index .Env "GOVERSION" }}{{ . }}{{ else }}unknown{{ end }}
    goos:
      - linux
      - windows
@@ -245,6 +252,8 @@ changelog:

 release:
  disable: '{{ isEnvSet "NIGHTLY_BUILD" }}'
+  extra_files:
+    - glob: ./build/picoclaw-android-universal.zip
  footer: >-

    ---
@@ -108,7 +108,7 @@ Use descriptive branch names, e.g. `fix/telegram-timeout`, `feat/ollama-provider
 - Reference the related issue when relevant: `Fix session leak (#123)`.
 - Keep commits focused. One logical change per commit is preferred.
 - For minor cleanups or typo fixes, squash them into a single commit before opening a PR.
- Refer to https://www.conventionalcommits.org/zh-hans/v1.0.0/
+- Refer to [Conventional Commits](https://www.conventionalcommits.org/en/v1.0.0/)

 ### Keeping Up to Date

@@ -108,7 +108,7 @@ git checkout -b 你的功能分支名
 - 有关联 Issue 时请引用：`Fix session leak (#123)`。
 - 保持 commit 专注，每个 commit 只做一件事。
 - 对于小的清理或拼写修正，提 PR 前请将其合并为一个 commit。
- 按照 https://www.conventionalcommits.org/zh-hans/v1.0.0/ 规范来撰写
+- 按照 [Conventional Commits](https://www.conventionalcommits.org/zh-hans/v1.0.0/) 规范来撰写

 ### 保持与上游同步

@@ -1,4 +1,4 @@
-.PHONY: all build install uninstall clean help test
+.PHONY: all build install uninstall clean help test build-all

 # Build variables
 BINARY_NAME=picoclaw
@@ -205,11 +205,44 @@ build-linux-mipsle: generate
 	$(call PATCH_MIPS_FLAGS,$(BUILD_DIR)/$(BINARY_NAME)-linux-mipsle)
 	@echo "Build complete: $(BUILD_DIR)/$(BINARY_NAME)-linux-mipsle"

+## build-android-arm64: Build core for Android ARM64
+build-android-arm64: generate
+	@echo "Building for android/arm64..."
+	@mkdir -p $(BUILD_DIR)
+	GOOS=android GOARCH=arm64 $(GO) build -tags stdjson -ldflags "$(LDFLAGS)" -o $(BUILD_DIR)/$(BINARY_NAME)-android-arm64 ./$(CMD_DIR)
+	@echo "Build complete: $(BUILD_DIR)/$(BINARY_NAME)-android-arm64"
+
+## build-launcher-android-arm64: Build launcher for Android ARM64
+build-launcher-android-arm64:
+	@echo "Building picoclaw-launcher for android/arm64..."
+	@mkdir -p $(BUILD_DIR)
+	@$(MAKE) -C web build-android-arm64 \
+		OUTPUT_ANDROID_ARM64="$(CURDIR)/$(BUILD_DIR)/picoclaw-launcher-android-arm64" \
+		GO='$(GO)' \
+		LDFLAGS='$(LDFLAGS)'
+	@echo "Build complete: $(BUILD_DIR)/picoclaw-launcher-android-arm64"
+
+## build-android-bundle: Build core and launcher for all Android architectures and package as universal zip
+build-android-bundle: generate
+	@echo "Building core for all Android architectures..."
+	@mkdir -p $(BUILD_DIR)
+	GOOS=android GOARCH=arm64 $(GO) build -tags stdjson -ldflags "$(LDFLAGS)" -o $(BUILD_DIR)/$(BINARY_NAME)-android-arm64 ./$(CMD_DIR)
+	@echo "Building launcher for Android arm64..."
+	@$(MAKE) build-launcher-android-arm64
+	@echo "Staging JNI libs..."
+	@rm -rf $(BUILD_DIR)/android-staging
+	@mkdir -p $(BUILD_DIR)/android-staging/arm64-v8a
+	@cp $(BUILD_DIR)/$(BINARY_NAME)-android-arm64 $(BUILD_DIR)/android-staging/arm64-v8a/libpicoclaw.so
+	@cp $(BUILD_DIR)/picoclaw-launcher-android-arm64 $(BUILD_DIR)/android-staging/arm64-v8a/libpicoclaw-web.so
+	@cd $(BUILD_DIR)/android-staging && zip -r ../picoclaw-android-universal.zip .
+	@rm -rf $(BUILD_DIR)/android-staging
+	@echo "All Android builds complete: $(BUILD_DIR)/picoclaw-android-universal.zip"
+
 ## build-pi-zero: Build for Raspberry Pi Zero 2 W (32-bit and 64-bit)
 build-pi-zero: build-linux-arm build-linux-arm64
 	@echo "Pi Zero 2 W builds: $(BUILD_DIR)/$(BINARY_NAME)-linux-arm (32-bit), $(BUILD_DIR)/$(BINARY_NAME)-linux-arm64 (64-bit)"

-## build-all: Build picoclaw for all platforms
+## build-all: Build the picoclaw core binary for all Makefile-managed platforms
 build-all: generate
 	@echo "Building for multiple platforms..."
 	@mkdir -p $(BUILD_DIR)
@@ -226,7 +259,7 @@ build-all: generate
 	GOOS=windows GOARCH=amd64 $(GO) build $(GOFLAGS) -ldflags "$(LDFLAGS)" -o $(BUILD_DIR)/$(BINARY_NAME)-windows-amd64.exe ./$(CMD_DIR)
 	GOOS=netbsd GOARCH=amd64 $(GO) build $(GOFLAGS) -ldflags "$(LDFLAGS)" -o $(BUILD_DIR)/$(BINARY_NAME)-netbsd-amd64 ./$(CMD_DIR)
 	GOOS=netbsd GOARCH=arm64 $(GO) build $(GOFLAGS) -ldflags "$(LDFLAGS)" -o $(BUILD_DIR)/$(BINARY_NAME)-netbsd-arm64 ./$(CMD_DIR)
-	@echo "All builds complete"
+	@echo "Core builds complete"

 ## install: Install picoclaw to system and copy builtin skills
 install: build
@@ -18,7 +18,7 @@
    <a href="https://discord.gg/V4sAZ9XWpN"><img src="https://img.shields.io/badge/Discord-Community-4c60eb?style=flat&logo=discord&logoColor=white" alt="Discord"></a>
  </p>

-[中文](README.zh.md) | [日本語](README.ja.md) | [Português](README.pt-br.md) | [Tiếng Việt](README.vi.md) | **Français** | [Italiano](README.it.md) | [Bahasa Indonesia](README.id.md) | [Malay](README.my.md) | [English](README.md)
+[中文](README.zh.md) | [日本語](README.ja.md) | [한국어](README.ko.md) | [Português](README.pt-br.md) | [Tiếng Việt](README.vi.md) | **Français** | [Italiano](README.it.md) | [Bahasa Indonesia](README.id.md) | [Malay](README.my.md) | [English](README.md)

 </div>

@@ -167,19 +167,27 @@ Vous pouvez aussi télécharger le binaire pour votre plateforme depuis la page

 ### Compiler depuis les sources (pour le développement)

+Prérequis :
+
+- Go 1.25+
+- Node.js 22+ et pnpm 10.33.0+ pour les builds Web UI / launcher
+
 ```bash
 git clone https://github.com/sipeed/picoclaw.git

 cd picoclaw
 make deps

+# Installer les dépendances frontend
+(cd web/frontend && pnpm install --frozen-lockfile)
+
 # Compiler le binaire principal
 make build

 # Compiler le Web UI Launcher (requis pour le mode WebUI)
 make build-launcher

-# Compiler pour plusieurs plateformes
+# Compiler les binaires core pour toutes les plateformes gérées par le Makefile
 make build-all

 # Compiler pour Raspberry Pi Zero 2 W (32 bits : make build-linux-arm ; 64 bits : make build-linux-arm64)
@@ -619,7 +627,3 @@ Discord : <https://discord.gg/V4sAZ9XWpN>

 WeChat :
 <img src="assets/wechat.png" alt="WeChat group QR code" width="512">
-
-
-
-
@@ -18,7 +18,7 @@
    <a href="https://discord.gg/V4sAZ9XWpN"><img src="https://img.shields.io/badge/Discord-Community-4c60eb?style=flat&logo=discord&logoColor=white" alt="Discord"></a>
  </p>

-[中文](README.zh.md) | [日本語](README.ja.md) | [Português](README.pt-br.md) | [Tiếng Việt](README.vi.md) | [Français](README.fr.md) | [Italiano](README.it.md) | [Malay](README.my.md) | [English](README.md) | **Bahasa Indonesia**
+[中文](README.zh.md) | [日本語](README.ja.md) | [한국어](README.ko.md) | [Português](README.pt-br.md) | [Tiếng Việt](README.vi.md) | [Français](README.fr.md) | [Italiano](README.it.md) | **Bahasa Indonesia** | [Malay](README.my.md) | [English](README.md)

 </div>

@@ -164,19 +164,27 @@ Atau, unduh binary untuk platform Anda dari halaman [GitHub Releases](https://gi

 ### Build dari source (untuk pengembangan)

+Prasyarat:
+
+- Go 1.25+
+- Node.js 22+ dan pnpm 10.33.0+ untuk build Web UI / launcher
+
 ```bash
 git clone https://github.com/sipeed/picoclaw.git

 cd picoclaw
 make deps

+# Instal dependensi frontend
+(cd web/frontend && pnpm install --frozen-lockfile)
+
 # Build binary inti
 make build

 # Build Web UI Launcher (diperlukan untuk mode WebUI)
 make build-launcher

-# Build untuk berbagai platform
+# Build binary inti untuk semua platform yang dikelola Makefile
 make build-all

 # Build untuk Raspberry Pi Zero 2 W (32-bit: make build-linux-arm; 64-bit: make build-linux-arm64)
@@ -615,4 +623,3 @@ Discord: <https://discord.gg/V4sAZ9XWpN>

 WeChat:
 <img src="assets/wechat.png" alt="Kode QR grup WeChat" width="512">
-
@@ -18,7 +18,7 @@
    <a href="https://discord.gg/V4sAZ9XWpN"><img src="https://img.shields.io/badge/Discord-Community-4c60eb?style=flat&logo=discord&logoColor=white" alt="Discord"></a>
  </p>

-[中文](README.zh.md) | [日本語](README.ja.md) | [Português](README.pt-br.md) | [Tiếng Việt](README.vi.md) | [Français](README.fr.md) | **Italiano** | [Bahasa Indonesia](README.id.md) | [Malay](README.my.md) | [English](README.md)
+[中文](README.zh.md) | [日本語](README.ja.md) | [한국어](README.ko.md) | [Português](README.pt-br.md) | [Tiếng Việt](README.vi.md) | [Français](README.fr.md) | **Italiano** | [Bahasa Indonesia](README.id.md) | [Malay](README.my.md) | [English](README.md)

 </div>

@@ -164,19 +164,27 @@ In alternativa, scarica il binario per la tua piattaforma dalla pagina delle [Gi

 ### Compila dai sorgenti (per lo sviluppo)

+Prerequisiti:
+
+- Go 1.25+
+- Node.js 22+ e pnpm 10.33.0+ per le build Web UI / launcher
+
 ```bash
 git clone https://github.com/sipeed/picoclaw.git

 cd picoclaw
 make deps

+# Installa le dipendenze frontend
+(cd web/frontend && pnpm install --frozen-lockfile)
+
 # Compila il binario core
 make build

 # Compila il Web UI Launcher (necessario per la modalità WebUI)
 make build-launcher

-# Compila per più piattaforme
+# Compila i binari core per tutte le piattaforme gestite dal Makefile
 make build-all

 # Compila per Raspberry Pi Zero 2 W (32-bit: make build-linux-arm; 64-bit: make build-linux-arm64)
@@ -18,7 +18,7 @@
    <a href="https://discord.gg/V4sAZ9XWpN"><img src="https://img.shields.io/badge/Discord-Community-4c60eb?style=flat&logo=discord&logoColor=white" alt="Discord"></a>
  </p>

-[中文](README.zh.md) | **日本語** | [Português](README.pt-br.md) | [Tiếng Việt](README.vi.md) | [Français](README.fr.md) | [Italiano](README.it.md) | [Bahasa Indonesia](README.id.md) | [Malay](README.my.md) | [English](README.md)
+[中文](README.zh.md) | **日本語** | [한국어](README.ko.md) | [Português](README.pt-br.md) | [Tiếng Việt](README.vi.md) | [Français](README.fr.md) | [Italiano](README.it.md) | [Bahasa Indonesia](README.id.md) | [Malay](README.my.md) | [English](README.md)

 </div>

@@ -164,19 +164,27 @@ PicoClaw はほぼすべての Linux デバイスにデプロイできます！

 ### ソースからビルド（開発用）

+前提条件:
+
+- Go 1.25+
+- Web UI / launcher のビルドには Node.js 22+ と pnpm 10.33.0+ が必要
+
 ```bash
 git clone https://github.com/sipeed/picoclaw.git

 cd picoclaw
 make deps

+# フロントエンド依存関係をインストール
+(cd web/frontend && pnpm install --frozen-lockfile)
+
 # コアバイナリをビルド
 make build

 # Web UI Launcher をビルド（WebUI モードに必要）
 make build-launcher

-# 複数プラットフォーム向けビルド
+# Makefile が管理するすべてのプラットフォーム向けにコアバイナリをビルド
 make build-all

 # Raspberry Pi Zero 2 W 向けビルド（32-bit: make build-linux-arm; 64-bit: make build-linux-arm64）
@@ -0,0 +1,634 @@
+<div align="center">
+<img src="assets/logo.webp" alt="PicoClaw" width="512">
+
+<h1>PicoClaw: Go로 작성된 초고효율 AI 어시스턴트</h1>
+
+<h3>$10 하드웨어 · 10MB RAM · ms 부팅 · Let's Go, PicoClaw!</h3>
+  <p>
+    <img src="https://img.shields.io/badge/Go-1.25+-00ADD8?style=flat&logo=go&logoColor=white" alt="Go">
+    <img src="https://img.shields.io/badge/Arch-x86__64%2C%20ARM64%2C%20MIPS%2C%20RISC--V%2C%20LoongArch-blue" alt="Hardware">
+    <img src="https://img.shields.io/badge/license-MIT-green" alt="License">
+    <br>
+    <a href="https://picoclaw.io"><img src="https://img.shields.io/badge/Website-picoclaw.io-blue?style=flat&logo=google-chrome&logoColor=white" alt="Website"></a>
+    <a href="https://docs.picoclaw.io/"><img src="https://img.shields.io/badge/Docs-Official-007acc?style=flat&logo=read-the-docs&logoColor=white" alt="Docs"></a>
+    <a href="https://deepwiki.com/sipeed/picoclaw"><img src="https://img.shields.io/badge/Wiki-DeepWiki-FFA500?style=flat&logo=wikipedia&logoColor=white" alt="Wiki"></a>
+    <br>
+    <a href="https://x.com/SipeedIO"><img src="https://img.shields.io/badge/X_(Twitter)-SipeedIO-black?style=flat&logo=x&logoColor=white" alt="Twitter"></a>
+    <a href="./assets/wechat.png"><img src="https://img.shields.io/badge/WeChat-Group-41d56b?style=flat&logo=wechat&logoColor=white"></a>
+    <a href="https://discord.gg/V4sAZ9XWpN"><img src="https://img.shields.io/badge/Discord-Community-4c60eb?style=flat&logo=discord&logoColor=white" alt="Discord"></a>
+  </p>
+
+[中文](README.zh.md) | [日本語](README.ja.md) | **한국어** | [Português](README.pt-br.md) | [Tiếng Việt](README.vi.md) | [Français](README.fr.md) | [Italiano](README.it.md) | [Bahasa Indonesia](README.id.md) | [Malay](README.my.md) | [English](README.md)
+
+</div>
+
+---
+
+> **PicoClaw**는 [Sipeed](https://sipeed.com)가 시작한 독립적인 오픈소스 프로젝트입니다. 처음부터 끝까지 **Go**로 새로 작성되었으며, OpenClaw, NanoBot, 혹은 다른 어떤 프로젝트의 포크도 아닙니다.
+
+**PicoClaw**는 [NanoBot](https://github.com/HKUDS/nanobot)에서 영감을 받은 초경량 개인용 AI 어시스턴트입니다. **Go**로 처음부터 다시 구현되었고, "셀프 부트스트래핑" 방식으로 만들어졌습니다. 즉, AI 에이전트 자체가 아키텍처 전환과 코드 최적화를 주도했습니다.
+
+**$10 하드웨어에서 10MB 미만 RAM으로 동작**합니다. OpenClaw보다 메모리를 99% 적게 쓰고, Mac mini보다 98% 저렴합니다!
+
+<table align="center">
+<tr align="center">
+<td align="center" valign="top">
+<p align="center">
+<img src="assets/picoclaw_mem.gif" width="360" height="240">
+</p>
+</td>
+<td align="center" valign="top">
+<p align="center">
+<img src="assets/licheervnano.png" width="400" height="240">
+</p>
+</td>
+</tr>
+</table>
+
+> [!CAUTION]
+> **보안 안내**
+>
+> * **암호화폐 없음:** PicoClaw는 공식 토큰이나 암호화폐를 **발행한 적이 없습니다**. `pump.fun` 또는 기타 거래 플랫폼에서의 모든 주장은 **사기**입니다.
+> * **공식 도메인:** **유일한** 공식 웹사이트는 **[picoclaw.io](https://picoclaw.io)** 이며, 회사 웹사이트는 **[sipeed.com](https://sipeed.com)** 입니다.
+> * **주의:** 많은 `.ai/.org/.com/.net/...` 도메인이 제3자에 의해 등록되어 있습니다. 신뢰하지 마세요.
+> * **참고:** PicoClaw는 빠르게 초기 개발이 진행 중입니다. 아직 해결되지 않은 보안 문제가 있을 수 있습니다. v1.0 이전에는 프로덕션 배포를 권장하지 않습니다.
+> * **참고:** PicoClaw는 최근 많은 PR을 병합했습니다. 최근 빌드는 10~20MB RAM을 사용할 수 있습니다. 기능이 안정화된 뒤 리소스 최적화를 진행할 예정입니다.
+
+## 📢 뉴스
+
+2026-03-31 📱 **Android 지원!** PicoClaw가 이제 Android에서 실행됩니다! APK는 [picoclaw.io](https://picoclaw.io/download)에서 다운로드하세요.
+
+2026-03-25 🚀 **v0.2.4 출시!** 에이전트 아키텍처 전면 개편(SubTurn, Hooks, Steering, EventBus), WeChat/WeCom 통합, 보안 강화(`.security.yml`, 민감 정보 필터링), 새 프로바이더(AWS Bedrock, Azure, Xiaomi MiMo), 그리고 35건의 버그 수정이 포함되었습니다. PicoClaw는 **26K 스타**를 달성했습니다!
+
+2026-03-17 🚀 **v0.2.3 출시!** 시스템 트레이 UI(Windows 및 Linux), 서브에이전트 상태 조회(`spawn_status`), 실험적 게이트웨이 핫 리로드, Cron 보안 게이트, 그리고 2건의 보안 수정이 추가되었습니다. PicoClaw는 **25K 스타**를 달성했습니다!
+
+2026-03-09 🎉 **v0.2.1 — 역대 최대 업데이트!** MCP 프로토콜 지원, 4개의 새 채널(Matrix/IRC/WeCom/Discord Proxy), 3개의 새 프로바이더(Kimi/Minimax/Avian), 비전 파이프라인, JSONL 메모리 저장소, 모델 라우팅이 추가되었습니다.
+
+2026-02-28 📦 **v0.2.0** 이 Docker Compose 및 WebUI 런처 지원과 함께 출시되었습니다.
+
+<details>
+<summary>이전 뉴스...</summary>
+
+2026-02-26 🎉 PicoClaw가 단 17일 만에 **20K 스타**를 달성했습니다! 채널 자동 오케스트레이션과 기능 인터페이스가 적용되었습니다.
+
+2026-02-16 🎉 PicoClaw가 1주일 만에 **12K 스타**를 돌파했습니다! 커뮤니티 메인터너 역할과 [로드맵](ROADMAP.md)이 공식적으로 공개되었습니다.
+
+2026-02-13 🎉 PicoClaw가 4일 만에 **5000 스타**를 돌파했습니다! 프로젝트 로드맵과 개발자 그룹이 준비 중입니다.
+
+2026-02-09 🎉 **PicoClaw 출시!** $10 하드웨어와 10MB 미만 RAM에서 동작하는 AI 에이전트를 단 1일 만에 만들었습니다. Let's Go, PicoClaw!
+
+</details>
+
+## ✨ 기능
+
+🪶 **초경량**: 코어 메모리 사용량이 10MB 미만으로 OpenClaw보다 99% 작습니다.*
+
+💰 **최소 비용**: $10짜리 하드웨어에서도 충분히 구동되어 Mac mini보다 98% 저렴합니다.
+
+⚡️ **초고속 부팅**: 시작 속도가 400배 빠릅니다. 0.6GHz 싱글코어 프로세서에서도 1초 미만에 부팅됩니다.
+
+🌍 **진정한 이식성**: RISC-V, ARM, MIPS, x86 아키텍처 전반에 단일 바이너리로 동작합니다. 하나의 바이너리로 어디서나 실행됩니다!
+
+🤖 **AI 부트스트래핑**: 순수 Go 네이티브 구현입니다. 코어 코드의 95%는 에이전트가 생성했고, 사람이 검토하며 다듬었습니다.
+
+🔌 **MCP 지원**: 네이티브 [Model Context Protocol](https://modelcontextprotocol.io/) 통합을 제공하여 어떤 MCP 서버든 연결해 에이전트 기능을 확장할 수 있습니다.
+
+👁️ **비전 파이프라인**: 이미지와 파일을 에이전트에 직접 보낼 수 있으며, 멀티모달 LLM용 base64 인코딩이 자동으로 처리됩니다.
+
+🧠 **스마트 라우팅**: 규칙 기반 모델 라우팅으로 간단한 질의는 경량 모델에 보내 API 비용을 절약합니다.
+
+_*최근 빌드는 급격한 PR 병합으로 인해 10~20MB를 사용할 수 있습니다. 리소스 최적화는 계획되어 있습니다. 부팅 속도 비교는 0.8GHz 싱글코어 벤치마크를 기준으로 합니다(아래 표 참고)._
+
+<div align="center">
+
+|                                | OpenClaw      | NanoBot                  | **PicoClaw**                           |
+| ------------------------------ | ------------- | ------------------------ | -------------------------------------- |
+| **언어**                       | TypeScript    | Python                   | **Go**                                 |
+| **RAM**                        | >1GB          | >100MB                   | **< 10MB***                            |
+| **부팅 시간**</br>(0.8GHz 코어) | >500초        | >30초                    | **<1초**                               |
+| **비용**                       | Mac Mini $599 | 대부분의 Linux 보드 ~$50 | **모든 Linux 보드**</br>**최저 $10부터** |
+
+<img src="assets/compare.jpg" alt="PicoClaw" width="512">
+
+</div>
+
+> **[하드웨어 호환 목록](docs/hardware-compatibility.md)** — 테스트된 모든 보드를 확인하세요. $5 RISC-V 보드부터 Raspberry Pi, Android 스마트폰까지 포함됩니다. 사용 중인 보드가 없나요? PR을 보내주세요!
+
+<p align="center">
+<img src="assets/hardware-banner.jpg" alt="PicoClaw Hardware Compatibility" width="100%">
+</p>
+
+## 🦾 데모
+
+### 🛠️ 표준 어시스턴트 워크플로
+
+<table align="center">
+<tr align="center">
+<th><p align="center">풀스택 엔지니어 모드</p></th>
+<th><p align="center">로깅 및 계획</p></th>
+<th><p align="center">웹 검색 및 학습</p></th>
+</tr>
+<tr>
+<td align="center"><p align="center"><img src="assets/picoclaw_code.gif" width="240" height="180"></p></td>
+<td align="center"><p align="center"><img src="assets/picoclaw_memory.gif" width="240" height="180"></p></td>
+<td align="center"><p align="center"><img src="assets/picoclaw_search.gif" width="240" height="180"></p></td>
+</tr>
+<tr>
+<td align="center">개발 · 배포 · 확장</td>
+<td align="center">스케줄링 · 자동화 · 기억</td>
+<td align="center">탐색 · 인사이트 · 트렌드</td>
+</tr>
+</table>
+
+### 🐜 혁신적인 초저사양 배포
+
+PicoClaw는 사실상 거의 모든 Linux 장치에 배포할 수 있습니다!
+
+- 최소형 홈 어시스턴트를 위해 $9.9 [LicheeRV-Nano](https://www.aliexpress.com/item/1005006519668532.html) E(이더넷) 또는 W(WiFi6) 에디션
+- 서버 자동 운영을 위해 $30~50 [NanoKVM](https://www.aliexpress.com/item/1005007369816019.html) 또는 $100 [NanoKVM-Pro](https://www.aliexpress.com/item/1005010048471263.html)
+- 스마트 감시를 위해 $50 [MaixCAM](https://www.aliexpress.com/item/1005008053333693.html) 또는 $100 [MaixCAM2](https://www.kickstarter.com/projects/zepan/maixcam2-build-your-next-gen-4k-ai-camera)
+
+<https://private-user-images.githubusercontent.com/83055338/547056448-e7b031ff-d6f5-4468-bcca-5726b6fecb5c.mp4>
+
+🌟 더 많은 배포 사례가 기다리고 있습니다!
+
+## 📦 설치
+
+### picoclaw.io에서 다운로드(권장)
+
+**[picoclaw.io](https://picoclaw.io)** 를 방문하세요. 공식 웹사이트가 플랫폼을 자동 감지하고 원클릭 다운로드를 제공합니다. 아키텍처를 직접 고를 필요가 없습니다.
+
+### 사전 컴파일된 바이너리 다운로드
+
+또는 [GitHub Releases](https://github.com/sipeed/picoclaw/releases) 페이지에서 플랫폼에 맞는 바이너리를 다운로드할 수 있습니다.
+
+### 소스에서 빌드(개발용)
+
+필수 사항:
+
+- Go 1.25+
+- Web UI / launcher 빌드에는 Node.js 22+와 pnpm 10.33.0+가 필요합니다
+
+```bash
+git clone https://github.com/sipeed/picoclaw.git
+
+cd picoclaw
+make deps
+
+# 프런트엔드 의존성 설치
+(cd web/frontend && pnpm install --frozen-lockfile)
+
+# 코어 바이너리 빌드
+make build
+
+# WebUI 런처 빌드 (WebUI 모드에 필요)
+make build-launcher
+
+# Makefile이 관리하는 모든 플랫폼용 코어 바이너리 빌드
+make build-all
+
+# Raspberry Pi Zero 2 W용 빌드 (32비트: make build-linux-arm, 64비트: make build-linux-arm64)
+make build-pi-zero
+
+# 빌드 후 설치
+make install
+```
+
+**Raspberry Pi Zero 2 W:** OS에 맞는 바이너리를 사용하세요. 32비트 Raspberry Pi OS는 `make build-linux-arm`, 64비트는 `make build-linux-arm64`입니다. 또는 `make build-pi-zero`로 둘 다 빌드할 수 있습니다.
+
+## 🚀 빠른 시작 가이드
+
+### 🌐 WebUI Launcher (데스크톱 권장)
+
+WebUI Launcher는 설정과 채팅을 위한 브라우저 기반 인터페이스를 제공합니다. 명령줄을 몰라도 가장 쉽게 시작할 수 있는 방법입니다.
+
+**옵션 1: 더블클릭(데스크톱)**
+
+[picoclaw.io](https://picoclaw.io)에서 다운로드한 뒤 `picoclaw-launcher`를 더블클릭하세요(Windows에서는 `picoclaw-launcher.exe`). 브라우저가 자동으로 `http://localhost:18800`을 엽니다.
+
+**옵션 2: 명령줄**
+
+```bash
+picoclaw-launcher
+# 브라우저에서 http://localhost:18800 열기
+```
+
+> [!TIP]
+> **원격 접속 / Docker / VM:** 모든 인터페이스에서 수신하려면 `-public` 플래그를 추가하세요.
+> ```bash
+> picoclaw-launcher -public
+> ```
+
+<p align="center">
+<img src="assets/launcher-webui.jpg" alt="WebUI Launcher" width="600">
+</p>
+
+**시작 방법:**
+
+WebUI를 연 뒤 다음 순서로 진행하세요. **1)** 프로바이더 설정(LLM API 키 추가) -> **2)** 채널 설정(예: Telegram) -> **3)** 게이트웨이 시작 -> **4)** 채팅!
+
+자세한 WebUI 문서는 [docs.picoclaw.io](https://docs.picoclaw.io)를 참고하세요.
+
+<details>
+<summary><b>Docker(대안)</b></summary>
+
+```bash
+# 1. 이 저장소를 클론
+git clone https://github.com/sipeed/picoclaw.git
+cd picoclaw
+
+# 2. 첫 실행 - docker/data/config.json을 자동 생성한 뒤 종료
+#    (config.json과 workspace/가 모두 없을 때만 실행됨)
+docker compose -f docker/docker-compose.yml --profile launcher up
+# 컨테이너가 "First-run setup complete."를 출력하고 종료됩니다.
+
+# 3. API 키 설정
+vim docker/data/config.json
+
+# 4. 시작
+docker compose -f docker/docker-compose.yml --profile launcher up -d
+# http://localhost:18800 열기
+```
+
+> **Docker / VM 사용자:** 게이트웨이는 기본적으로 `127.0.0.1`에서 수신합니다. 호스트에서 접근 가능하게 하려면 `PICOCLAW_GATEWAY_HOST=0.0.0.0`을 설정하거나 `-public` 플래그를 사용하세요.
+
+```bash
+# 로그 확인
+docker compose -f docker/docker-compose.yml logs -f
+
+# 중지
+docker compose -f docker/docker-compose.yml --profile launcher down
+
+# 업데이트
+docker compose -f docker/docker-compose.yml pull
+docker compose -f docker/docker-compose.yml --profile launcher up -d
+```
+
+</details>
+
+<details>
+<summary><b>macOS - 첫 실행 보안 경고</b></summary>
+
+macOS에서는 인터넷에서 다운로드한 앱이고 Mac App Store 공증을 거치지 않았기 때문에, 첫 실행 시 `picoclaw-launcher`가 차단될 수 있습니다.
+
+**1단계:** `picoclaw-launcher`를 더블클릭합니다. 그러면 보안 경고가 표시됩니다.
+
+<p align="center">
+<img src="assets/macos-gatekeeper-warning.jpg" alt="macOS Gatekeeper warning" width="400">
+</p>
+
+> *"picoclaw-launcher"을(를) 열 수 없습니다. Apple에서 이 앱이 악성 소프트웨어가 없으며 Mac이나 개인 정보를 해치지 않는다고 확인할 수 없습니다.*
+
+**2단계:** **시스템 설정** -> **개인정보 보호 및 보안** 으로 이동한 뒤 **보안** 섹션까지 스크롤하여 **그래도 열기(Open Anyway)** 를 클릭하고, 대화상자에서 다시 한 번 **그래도 열기**를 확인합니다.
+
+<p align="center">
+<img src="assets/macos-gatekeeper-allow.jpg" alt="macOS Privacy & Security — Open Anyway" width="600">
+</p>
+
+이 과정을 한 번만 거치면 이후에는 `picoclaw-launcher`가 정상적으로 열립니다.
+
+</details>
+
+### 💻 TUI Launcher (헤드리스 / SSH 권장)
+
+TUI(Terminal UI) Launcher는 설정과 관리를 위한 모든 기능을 갖춘 터미널 인터페이스를 제공합니다. 서버, Raspberry Pi, 기타 헤드리스 환경에 적합합니다.
+
+```bash
+picoclaw-launcher-tui
+```
+
+<p align="center">
+<img src="assets/launcher-tui.jpg" alt="TUI Launcher" width="600">
+</p>
+
+**시작 방법:**
+
+TUI 메뉴를 사용해 다음 순서로 진행하세요. **1)** 프로바이더 설정 -> **2)** 채널 설정 -> **3)** 게이트웨이 시작 -> **4)** 채팅!
+
+자세한 TUI 문서는 [docs.picoclaw.io](https://docs.picoclaw.io)를 참고하세요.
+
+### 📱 Android
+
+오래된 스마트폰에 새 생명을 불어넣어 보세요! PicoClaw를 설치하면 스마트 AI 어시스턴트로 바꿀 수 있습니다.
+
+**옵션 1: APK 설치**
+
+미리보기:
+
+<table>
+  <tr>
+    <td><img src="assets/fui_main_page.jpg" width="200"></td>
+    <td><img src="assets/fui_web_page.jpg" width="200"></td>
+    <td><img src="assets/fui_log_page.jpg" width="200"></td>
+    <td><img src="assets/fui_setting_page.jpg" width="200"></td>
+  </tr>
+</table>
+
+[picoclaw.io](https://picoclaw.io/download/)에서 APK를 다운로드해 바로 설치하세요. Termux가 필요 없습니다!
+
+**옵션 2: Termux**
+
+<details>
+<summary><b>터미널 런처 (리소스 제약 환경용)</b></summary>
+
+1. [Termux](https://github.com/termux/termux-app)를 설치합니다([GitHub Releases](https://github.com/termux/termux-app/releases)에서 다운로드하거나 F-Droid / Google Play에서 검색).
+2. 다음 명령을 실행합니다.
+
+```bash
+# 최신 릴리스 다운로드
+wget https://github.com/sipeed/picoclaw/releases/latest/download/picoclaw_Linux_arm64.tar.gz
+tar xzf picoclaw_Linux_arm64.tar.gz
+pkg install proot
+termux-chroot ./picoclaw onboard   # chroot가 표준 Linux 파일시스템 레이아웃을 제공합니다
+```
+
+그다음 아래의 터미널 런처 섹션을 따라 설정을 마무리하세요.
+
+<img src="assets/termux.jpg" alt="PicoClaw on Termux" width="512">
+
+런처 UI 없이 `picoclaw` 코어 바이너리만 있는 최소 환경에서는 명령줄과 JSON 설정 파일만으로도 모든 설정을 마칠 수 있습니다.
+
+**1. 초기화**
+
+```bash
+picoclaw onboard
+```
+
+그러면 `~/.picoclaw/config.json`과 워크스페이스 디렉터리가 생성됩니다.
+
+**2. 설정** (`~/.picoclaw/config.json`)
+
+```jsonc
+{
+  "agents": {
+    "defaults": {
+      "model_name": "gpt-5.4"
+    }
+  },
+  "model_list": [
+    {
+      "model_name": "gpt-5.4",
+      "model": "openai/gpt-5.4",
+      // api_key는 이제 .security.yml에서 로드됩니다.
+    }
+  ]
+}
+```
+
+> 사용 가능한 모든 옵션이 포함된 전체 설정 템플릿은 저장소의 `config/config.example.json`을 참고하세요.
+>
+> 참고: `config.example.json` 형식은 버전 0이며 민감 정보가 포함되어 있습니다. 실행 시 자동으로 버전 1+로 마이그레이션되며, 이후 `config.json`에는 비민감 정보만 저장되고 민감 정보는 `.security.yml`에 저장됩니다. 민감 정보를 직접 수정해야 한다면 `docs/security_configuration.md`를 참고하세요.
+
+**3. 채팅**
+
+```bash
+# 단발성 질문
+picoclaw agent -m "2+2는 얼마야?"
+
+# 대화형 모드
+picoclaw agent
+
+# 채팅 앱 연동용 게이트웨이 시작
+picoclaw gateway
+```
+
+</details>
+
+## 🔌 프로바이더(LLM)
+
+PicoClaw는 `model_list` 설정을 통해 30개 이상의 LLM 프로바이더를 지원합니다. 형식은 `protocol/model`입니다.
+
+| 프로바이더 | 프로토콜 | API Key | 비고 |
+|----------|----------|---------|------|
+| [OpenAI](https://platform.openai.com/api-keys) | `openai/` | 필수 | GPT-5.4, GPT-4o, o3 등 |
+| [Anthropic](https://console.anthropic.com/settings/keys) | `anthropic/` | 필수 | Claude Opus 4.6, Sonnet 4.6 등 |
+| [Google Gemini](https://aistudio.google.com/apikey) | `gemini/` | 필수 | Gemini 3 Flash, 2.5 Pro 등 |
+| [OpenRouter](https://openrouter.ai/keys) | `openrouter/` | 필수 | 200개 이상의 모델, 통합 API |
+| [Zhipu (GLM)](https://open.bigmodel.cn/usercenter/proj-mgmt/apikeys) | `zhipu/` | 필수 | GLM-4.7, GLM-5 등 |
+| [DeepSeek](https://platform.deepseek.com/api_keys) | `deepseek/` | 필수 | DeepSeek-V3, DeepSeek-R1 |
+| [Volcengine](https://console.volcengine.com) | `volcengine/` | 필수 | Doubao, Ark 모델 |
+| [Qwen](https://dashscope.console.aliyun.com/apiKey) | `qwen/` | 필수 | Qwen3, Qwen-Max 등 |
+| [Groq](https://console.groq.com/keys) | `groq/` | 필수 | 빠른 추론(Llama, Mixtral) |
+| [Moonshot (Kimi)](https://platform.moonshot.cn/console/api-keys) | `moonshot/` | 필수 | Kimi 모델 |
+| [Minimax](https://platform.minimaxi.com/user-center/basic-information/interface-key) | `minimax/` | 필수 | MiniMax 모델 |
+| [Mistral](https://console.mistral.ai/api-keys) | `mistral/` | 필수 | Mistral Large, Codestral |
+| [NVIDIA NIM](https://build.nvidia.com/) | `nvidia/` | 필수 | NVIDIA 호스팅 모델 |
+| [Cerebras](https://cloud.cerebras.ai/) | `cerebras/` | 필수 | 빠른 추론 |
+| [Novita AI](https://novita.ai/) | `novita/` | 필수 | 다양한 오픈 모델 |
+| [Xiaomi MiMo](https://platform.xiaomimimo.com/) | `mimo/` | 필수 | MiMo 모델 |
+| [Ollama](https://ollama.com/) | `ollama/` | 불필요 | 로컬 모델, 셀프 호스팅 |
+| [vLLM](https://docs.vllm.ai/) | `vllm/` | 불필요 | 로컬 배포, OpenAI 호환 |
+| [LiteLLM](https://docs.litellm.ai/) | `litellm/` | 환경에 따라 다름 | 100개 이상의 프로바이더를 위한 프록시 |
+| [Azure OpenAI](https://portal.azure.com/) | `azure/` | 필수 | 엔터프라이즈 Azure 배포 |
+| [GitHub Copilot](https://github.com/features/copilot) | `github-copilot/` | OAuth | 디바이스 코드 로그인 |
+| [Antigravity](https://console.cloud.google.com/) | `antigravity/` | OAuth | Google Cloud AI |
+| [AWS Bedrock](https://console.aws.amazon.com/bedrock)* | `bedrock/` | AWS 자격 증명 | AWS에서 Claude, Llama, Mistral 사용 |
+
+> \* AWS Bedrock은 빌드 태그 `go build -tags bedrock`이 필요합니다. 모든 AWS 파티션(aws, aws-cn, aws-us-gov)에서 엔드포인트를 자동 해석하려면 `api_base`를 리전명(예: `us-east-1`)으로 설정하세요. 전체 엔드포인트 URL을 직접 사용할 경우에는 환경 변수 또는 AWS config/profile을 통해 `AWS_REGION`도 함께 설정해야 합니다.
+
+<details>
+<summary><b>로컬 배포(Ollama, vLLM 등)</b></summary>
+
+**Ollama:**
+```json
+{
+  "model_list": [
+    {
+      "model_name": "local-llama",
+      "model": "ollama/llama3.1:8b",
+      "api_base": "http://localhost:11434/v1"
+    }
+  ]
+}
+```
+
+**vLLM:**
+```json
+{
+  "model_list": [
+    {
+      "model_name": "local-vllm",
+      "model": "vllm/your-model",
+      "api_base": "http://localhost:8000/v1"
+    }
+  ]
+}
+```
+
+프로바이더 전체 설정은 [프로바이더와 모델](docs/providers.md)을 참고하세요.
+
+</details>
+
+## 💬 채널(채팅 앱)
+
+18개 이상의 메시징 플랫폼을 통해 PicoClaw와 대화할 수 있습니다.
+
+| 채널 | 설정 | 프로토콜 | 문서 |
+|---------|------|----------|------|
+| **Telegram** | 쉬움(봇 토큰) | Long polling | [가이드](docs/channels/telegram/README.md) |
+| **Discord** | 쉬움(봇 토큰 + intents) | WebSocket | [가이드](docs/channels/discord/README.md) |
+| **WhatsApp** | 쉬움(QR 스캔 또는 브리지 URL) | Native / Bridge | [가이드](docs/chat-apps.md#whatsapp) |
+| **Weixin** | 쉬움(네이티브 QR 스캔) | iLink API | [가이드](docs/chat-apps.md#weixin) |
+| **QQ** | 쉬움(AppID + AppSecret) | WebSocket | [가이드](docs/channels/qq/README.md) |
+| **Slack** | 쉬움(봇 + 앱 토큰) | Socket Mode | [가이드](docs/channels/slack/README.md) |
+| **Matrix** | 중간(homeserver + 토큰) | Sync API | [가이드](docs/channels/matrix/README.md) |
+| **DingTalk** | 중간(클라이언트 자격 증명) | Stream | [가이드](docs/channels/dingtalk/README.md) |
+| **Feishu / Lark** | 중간(App ID + Secret) | WebSocket/SDK | [가이드](docs/channels/feishu/README.md) |
+| **LINE** | 중간(인증 정보 + webhook) | Webhook | [가이드](docs/channels/line/README.md) |
+| **WeCom** | 쉬움(QR 로그인 또는 수동 설정) | WebSocket | [가이드](docs/channels/wecom/README.md) |
+| **VK** | 쉬움(그룹 토큰) | Long Poll | [가이드](docs/channels/vk/README.md) |
+| **IRC** | 중간(서버 + 닉네임) | IRC protocol | [가이드](docs/chat-apps.md#irc) |
+| **OneBot** | 중간(WebSocket URL) | OneBot v11 | [가이드](docs/channels/onebot/README.md) |
+| **MaixCam** | 쉬움(활성화) | TCP socket | [가이드](docs/channels/maixcam/README.md) |
+| **Pico** | 쉬움(활성화) | 네이티브 프로토콜 | 내장 |
+| **Pico Client** | 쉬움(WebSocket URL) | WebSocket | 내장 |
+
+> webhook 기반 채널은 모두 하나의 게이트웨이 HTTP 서버(`gateway.host`:`gateway.port`, 기본값 `127.0.0.1:18790`)를 공유합니다. Feishu는 WebSocket/SDK 모드를 사용하며 이 공용 HTTP 서버를 사용하지 않습니다.
+
+> 로그 상세도는 `gateway.log_level`(기본값: `warn`)로 제어됩니다. 지원 값은 `debug`, `info`, `warn`, `error`, `fatal`입니다. `PICOCLAW_LOG_LEVEL` 환경 변수로도 설정할 수 있습니다. 자세한 내용은 [설정 문서](docs/configuration.md#gateway-log-level)를 참고하세요.
+
+자세한 채널 설정 방법은 [채팅 앱 설정 가이드](docs/chat-apps.md)를 참고하세요.
+
+## 🔧 도구
+
+### 🔍 웹 검색
+
+PicoClaw는 최신 정보를 제공하기 위해 웹 검색을 수행할 수 있습니다. `tools.web`에서 설정하세요.
+
+| 검색 엔진 | API Key | 무료 제공량 | 링크 |
+|-----------|---------|-------------|------|
+| DuckDuckGo | 불필요 | 무제한 | 내장 백업 검색 |
+| [Baidu Search](https://cloud.baidu.com/doc/qianfan-api/s/Wmbq4z7e5) | 필수 | 하루 1000회 쿼리 | AI 기반, 중국 시장 최적화 |
+| [Tavily](https://tavily.com) | 필수 | 월 1000회 쿼리 | AI 에이전트에 최적화 |
+| [Brave Search](https://brave.com/search/api) | 필수 | 월 2000회 쿼리 | 빠르고 프라이빗함 |
+| [Perplexity](https://www.perplexity.ai) | 필수 | 유료 | AI 기반 검색 |
+| [SearXNG](https://github.com/searxng/searxng) | 불필요 | 셀프 호스팅 | 무료 메타 검색 엔진 |
+| [GLM Search](https://open.bigmodel.cn/) | 필수 | 상이함 | Zhipu 웹 검색 |
+
+### ⚙️ 기타 도구
+
+PicoClaw에는 파일 작업, 코드 실행, 스케줄링 등을 위한 내장 도구가 포함되어 있습니다. 자세한 내용은 [도구 설정](docs/tools_configuration.md)을 참고하세요.
+
+## 🎯 스킬
+
+스킬은 에이전트 기능을 확장하는 모듈형 구성 요소입니다. 워크스페이스 안의 `SKILL.md` 파일에서 로드됩니다.
+
+**ClawHub에서 스킬 설치:**
+
+```bash
+picoclaw skills search "web scraping"
+picoclaw skills install <skill-name>
+```
+
+**ClawHub 토큰 설정**(선택 사항, 더 높은 호출 한도용):
+
+`config.json`에 다음을 추가하세요.
+```json
+{
+  "tools": {
+    "skills": {
+      "registries": {
+        "clawhub": {
+          "auth_token": "your-clawhub-token"
+        }
+      }
+    }
+  }
+}
+```
+
+자세한 내용은 [도구 설정 - 스킬](docs/tools_configuration.md#skills-tool)를 참고하세요.
+
+## 🔗 MCP (Model Context Protocol)
+
+PicoClaw는 [MCP](https://modelcontextprotocol.io/)를 기본 지원합니다. 어떤 MCP 서버든 연결하여 외부 도구와 데이터 소스로 에이전트 기능을 확장할 수 있습니다.
+
+```json
+{
+  "tools": {
+    "mcp": {
+      "enabled": true,
+      "servers": {
+        "filesystem": {
+          "enabled": true,
+          "command": "npx",
+          "args": ["-y", "@modelcontextprotocol/server-filesystem", "/tmp"]
+        }
+      }
+    }
+  }
+}
+```
+
+MCP 전체 설정(stdio, SSE, HTTP 전송 방식, 도구 탐색)은 [도구 설정 - MCP](docs/tools_configuration.md#mcp-tool)를 참고하세요.
+
+## <img src="assets/clawdchat-icon.png" width="24" height="24" alt="ClawdChat"> 에이전트 소셜 네트워크 참여하기
+
+CLI 또는 통합된 채팅 앱에서 메시지를 한 번만 보내면 PicoClaw를 에이전트 소셜 네트워크에 연결할 수 있습니다.
+
+**`https://clawdchat.ai/skill.md`를 읽고 안내에 따라 [ClawdChat.ai](https://clawdchat.ai)에 참여하세요**
+
+## 🖥️ CLI 레퍼런스
+
+| 명령어                    | 설명                           |
+| ------------------------- | ------------------------------ |
+| `picoclaw onboard`        | 설정 및 워크스페이스 초기화    |
+| `picoclaw auth weixin`    | QR로 WeChat 계정 연결          |
+| `picoclaw agent -m "..."` | 에이전트와 채팅               |
+| `picoclaw agent`          | 대화형 채팅 모드               |
+| `picoclaw gateway`        | 게이트웨이 시작                |
+| `picoclaw status`         | 상태 표시                      |
+| `picoclaw version`        | 버전 정보 표시                 |
+| `picoclaw model`          | 기본 모델 조회 또는 변경       |
+| `picoclaw cron list`      | 모든 예약 작업 목록 표시       |
+| `picoclaw cron add ...`   | 예약 작업 추가                 |
+| `picoclaw cron disable`   | 예약 작업 비활성화             |
+| `picoclaw cron remove`    | 예약 작업 삭제                 |
+| `picoclaw skills list`    | 설치된 스킬 목록 표시          |
+| `picoclaw skills install` | 스킬 설치                      |
+| `picoclaw migrate`        | 이전 버전 데이터 마이그레이션  |
+| `picoclaw auth login`     | 프로바이더 인증                |
+
+### ⏰ 예약 작업 / 리마인더
+
+PicoClaw는 `cron` 도구를 통해 예약 리마인더와 반복 작업을 지원합니다.
+
+* **1회성 리마인더**: "10분 후에 알려줘" -> 10분 후 한 번 실행
+* **반복 작업**: "2시간마다 알려줘" -> 2시간마다 실행
+* **Cron 표현식**: "매일 오전 9시에 알려줘" -> cron 표현식 사용
+
+현재 지원하는 스케줄 유형, 실행 모드, 명령 작업 게이트, 저장 방식은 [docs/cron.md](docs/cron.md)를 참고하세요.
+
+## 📚 문서
+
+이 README보다 더 자세한 가이드는 다음 문서를 참고하세요.
+
+| 주제 | 설명 |
+|------|------|
+| [도커 & 빠른 시작](docs/docker.md) | Docker Compose 설정, 런처/에이전트 모드 |
+| [채팅 앱](docs/chat-apps.md) | 17개 이상의 채널 설정 가이드 |
+| [설정](docs/configuration.md) | 환경 변수, 워크스페이스 레이아웃, 보안 샌드박스 |
+| [예약 작업과 Cron](docs/cron.md) | Cron 스케줄 유형, 전달 모드, 명령 게이트, 작업 저장 |
+| [프로바이더와 모델](docs/providers.md) | 30개 이상의 LLM 프로바이더, 모델 라우팅, model_list 설정 |
+| [Spawn & 비동기 작업](docs/spawn-tasks.md) | 빠른 작업, spawn을 이용한 장기 작업, 비동기 서브에이전트 오케스트레이션 |
+| [Hooks](docs/hooks/README.md) | 이벤트 기반 Hook 시스템: 관찰자, 인터셉터, 승인 훅 |
+| [Steering](docs/steering.md) | 실행 중인 에이전트 루프에서 도구 호출 사이에 메시지 주입 |
+| [SubTurn](docs/subturn.md) | 서브에이전트 조정, 동시성 제어, 생명주기 |
+| [문제 해결](docs/troubleshooting.md) | 자주 발생하는 문제와 해결 방법 |
+| [도구 설정](docs/tools_configuration.md) | 도구별 활성화/비활성화, exec 정책, MCP, 스킬 |
+| [하드웨어 호환성](docs/hardware-compatibility.md) | 테스트된 보드, 최소 요구사항 |
+
+## 🤝 기여 & 로드맵
+
+PR은 언제든 환영합니다! 코드베이스는 의도적으로 작고 읽기 쉽게 유지하고 있습니다.
+
+가이드라인은 [커뮤니티 로드맵](https://github.com/sipeed/picoclaw/issues/988)과 [CONTRIBUTING.md](CONTRIBUTING.md)를 참고하세요.
+
+개발자 그룹도 준비 중입니다. 첫 PR이 머지되면 함께할 수 있습니다!
+
+커뮤니티 그룹:
+
+Discord: <https://discord.gg/V4sAZ9XWpN>
+
+WeChat:
+<img src="assets/wechat.png" alt="WeChat group QR code" width="512">
@@ -18,7 +18,7 @@
    <a href="https://discord.gg/V4sAZ9XWpN"><img src="https://img.shields.io/badge/Discord-Community-4c60eb?style=flat&logo=discord&logoColor=white" alt="Discord"></a>
  </p>

-[中文](README.zh.md) | [日本語](README.ja.md) | [Português](README.pt-br.md) | [Tiếng Việt](README.vi.md) | [Français](README.fr.md) | [Italiano](README.it.md) | [Bahasa Indonesia](README.id.md) | [Malay](README.my.md) | **English**
+[中文](README.zh.md) | [日本語](README.ja.md) | [한국어](README.ko.md) | [Português](README.pt-br.md) | [Tiếng Việt](README.vi.md) | [Français](README.fr.md) | [Italiano](README.it.md) | [Bahasa Indonesia](README.id.md) | [Malay](README.my.md) | **English**

 </div>

@@ -164,22 +164,32 @@ Alternatively, download the binary for your platform from the [GitHub Releases](

 ### Build from source (for development)

+Prerequisites:
+
+- Go 1.25+
+- Node.js 22+ and pnpm 10.33.0+ for Web UI / launcher builds
+
 ```bash
 git clone https://github.com/sipeed/picoclaw.git

 cd picoclaw
 make deps

-# Build core binary
+# Install frontend dependencies
+(cd web/frontend && pnpm install --frozen-lockfile)
+
+# Build the core binary for the current platform
 make build

-# Build Web UI Launcher (required for WebUI mode)
+# Build the Web UI Launcher (required for WebUI mode)
 make build-launcher

-# Build for multiple platforms
+# Build core binaries for all Makefile-managed platforms
 make build-all

-# Build for Raspberry Pi Zero 2 W (32-bit: make build-linux-arm; 64-bit: make build-linux-arm64)
+# Build for Raspberry Pi Zero 2 W
+# 32-bit: make build-linux-arm
+# 64-bit: make build-linux-arm64
 make build-pi-zero

 # Build and install
@@ -215,7 +225,7 @@ picoclaw-launcher
 <img src="assets/launcher-webui.jpg" alt="WebUI Launcher" width="600">
 </p>

-**Getting started:** 
+**Getting started:**

 Open the WebUI, then: **1)** Configure a Provider (add your LLM API key) -> **2)** Configure a Channel (e.g., Telegram) -> **3)** Start the Gateway -> **4)** Chat!

@@ -293,7 +303,7 @@ picoclaw-launcher-tui
 <img src="assets/launcher-tui.jpg" alt="TUI Launcher" width="600">
 </p>

-**Getting started:** 
+**Getting started:**

 Use the TUI menus to: **1)** Configure a Provider -> **2)** Configure a Channel -> **3)** Start the Gateway -> **4)** Chat!

@@ -368,7 +378,7 @@ This creates `~/.picoclaw/config.json` and the workspace directory.
 ```

 > See `config/config.example.json` in the repo for a complete configuration template with all available options.
-> 
+>
 > Please note: config.example.json format is version 0, with sensitive codes in it, and will be auto migrated to version 1+, then, the config.json will only store insensitive data, the sensitive codes will be stored in .security.yml, if you need manually modify the codes, please see `docs/security_configuration.md` for more details.


@@ -513,7 +523,7 @@ picoclaw skills search "web scraping"
 picoclaw skills install <skill-name>
 ```

-**Configure ClawHub token** (optional, for higher rate limits):
+**Configure skill registries**:

 Add to your `config.json`:
 ```json
@@ -523,6 +533,11 @@ Add to your `config.json`:
      "registries": {
        "clawhub": {
          "auth_token": "your-clawhub-token"
+        },
+        "github": {
+          "base_url": "https://github.com",
+          "auth_token": "your-github-token",
+          "proxy": ""
        }
      }
    }
@@ -530,6 +545,8 @@ Add to your `config.json`:
 }
 ```

+`tools.skills.github.*` is deprecated. Use `tools.skills.registries.github.*` instead.
+
 For more details, see [Tools Configuration - Skills](docs/tools_configuration.md#skills-tool).

 ## 🔗 MCP (Model Context Protocol)
@@ -18,7 +18,7 @@
    <a href="https://discord.gg/V4sAZ9XWpN"><img src="https://img.shields.io/badge/Discord-Community-4c60eb?style=flat&logo=discord&logoColor=white" alt="Discord"></a>
  </p>

-[中文](README.zh.md) | [日本語](README.ja.md) | [Português](README.pt-br.md) | [Tiếng Việt](README.vi.md) | [Français](README.fr.md) | [Italiano](README.it.md) | [Bahasa Indonesia](README.id.md) | **Malay** | [English](README.md)
+[中文](README.zh.md) | [日本語](README.ja.md) | [한국어](README.ko.md) | [Português](README.pt-br.md) | [Tiếng Việt](README.vi.md) | [Français](README.fr.md) | [Italiano](README.it.md) | [Bahasa Indonesia](README.id.md) | **Malay** | [English](README.md)

 </div>

@@ -165,18 +165,26 @@ Muat turun binari untuk platform anda dari halaman [GitHub Releases](https://git

 ### Bina dari sumber (untuk pembangunan)

+Prasyarat:
+
+- Go 1.25+
+- Node.js 22+ dan pnpm 10.33.0+ untuk binaan Web UI / launcher
+
 ```bash
 git clone https://github.com/sipeed/picoclaw.git
 cd picoclaw
 make deps

+# Pasang dependensi frontend
+(cd web/frontend && pnpm install --frozen-lockfile)
+
 # Bina binari teras
 make build

 # Bina Pelancar Web UI (diperlukan untuk mod WebUI)
 make build-launcher

-# Bina untuk pelbagai platform
+# Bina binari teras untuk semua platform yang diuruskan oleh Makefile
 make build-all

 # Bina untuk Raspberry Pi Zero 2 W (32-bit: make build-linux-arm; 64-bit: make build-linux-arm64)
@@ -18,7 +18,7 @@
    <a href="https://discord.gg/V4sAZ9XWpN"><img src="https://img.shields.io/badge/Discord-Community-4c60eb?style=flat&logo=discord&logoColor=white" alt="Discord"></a>
  </p>

-[中文](README.zh.md) | [日本語](README.ja.md) | **Português** | [Tiếng Việt](README.vi.md) | [Français](README.fr.md) | [Italiano](README.it.md) | [Bahasa Indonesia](README.id.md) | [Malay](README.my.md) | [English](README.md)
+[中文](README.zh.md) | [日本語](README.ja.md) | [한국어](README.ko.md) | **Português** | [Tiếng Việt](README.vi.md) | [Français](README.fr.md) | [Italiano](README.it.md) | [Bahasa Indonesia](README.id.md) | [Malay](README.my.md) | [English](README.md)

 </div>

@@ -164,19 +164,27 @@ Alternativamente, baixe o binário para sua plataforma na página de [GitHub Rel

 ### Compilar a partir do código-fonte (para desenvolvimento)

+Pré-requisitos:
+
+- Go 1.25+
+- Node.js 22+ e pnpm 10.33.0+ para builds do Web UI / launcher
+
 ```bash
 git clone https://github.com/sipeed/picoclaw.git

 cd picoclaw
 make deps

+# Instalar dependências do frontend
+(cd web/frontend && pnpm install --frozen-lockfile)
+
 # Compilar o binário principal
 make build

 # Compilar o Web UI Launcher (necessário para o modo WebUI)
 make build-launcher

-# Compilar para múltiplas plataformas
+# Compilar os binários core para todas as plataformas gerenciadas pelo Makefile
 make build-all

 # Compilar para Raspberry Pi Zero 2 W (32-bit: make build-linux-arm; 64-bit: make build-linux-arm64)
@@ -18,7 +18,7 @@
    <a href="https://discord.gg/V4sAZ9XWpN"><img src="https://img.shields.io/badge/Discord-Community-4c60eb?style=flat&logo=discord&logoColor=white" alt="Discord"></a>
  </p>

-[中文](README.zh.md) | [日本語](README.ja.md) | [Português](README.pt-br.md) | **Tiếng Việt** | [Français](README.fr.md) | [Italiano](README.it.md) | [Bahasa Indonesia](README.id.md) | [Malay](README.my.md) | [English](README.md)
+[中文](README.zh.md) | [日本語](README.ja.md) | [한국어](README.ko.md) | [Português](README.pt-br.md) | **Tiếng Việt** | [Français](README.fr.md) | [Italiano](README.it.md) | [Bahasa Indonesia](README.id.md) | [Malay](README.my.md) | [English](README.md)

 </div>

@@ -164,19 +164,27 @@ Ngoài ra, tải binary cho nền tảng của bạn từ trang [GitHub Releases

 ### Xây dựng từ mã nguồn (để phát triển)

+Yêu cầu:
+
+- Go 1.25+
+- Node.js 22+ và pnpm 10.33.0+ cho các bản build Web UI / launcher
+
 ```bash
 git clone https://github.com/sipeed/picoclaw.git

 cd picoclaw
 make deps

-# Build core binary
+# Cài đặt dependencies frontend
+(cd web/frontend && pnpm install --frozen-lockfile)
+
+# Build binary lõi
 make build

-# Build Web UI Launcher (required for WebUI mode)
+# Build Web UI Launcher (cần cho chế độ WebUI)
 make build-launcher

-# Build for multiple platforms
+# Build các binary lõi cho mọi nền tảng do Makefile quản lý
 make build-all

 # Build for Raspberry Pi Zero 2 W (32-bit: make build-linux-arm; 64-bit: make build-linux-arm64)
@@ -18,7 +18,7 @@
    <a href="https://discord.gg/V4sAZ9XWpN"><img src="https://img.shields.io/badge/Discord-Community-4c60eb?style=flat&logo=discord&logoColor=white" alt="Discord"></a>
  </p>

-**中文** | [日本語](README.ja.md) | [Português](README.pt-br.md) | [Tiếng Việt](README.vi.md) | [Français](README.fr.md) | [Italiano](README.it.md) | [Bahasa Indonesia](README.id.md) | [Malay](README.my.md) | [English](README.md)
+**中文** | [日本語](README.ja.md) | [한국어](README.ko.md) | [Português](README.pt-br.md) | [Tiếng Việt](README.vi.md) | [Français](README.fr.md) | [Italiano](README.it.md) | [Bahasa Indonesia](README.id.md) | [Malay](README.my.md) | [English](README.md)

 </div>

@@ -164,19 +164,27 @@ PicoClaw 几乎可以部署在任何 Linux 设备上！

 ### 从源码构建（开发用）

+前置要求：
+
+- Go 1.25+
+- Node.js 22+ 和 pnpm 10.33.0+（用于 Web UI / launcher 构建）
+
 ```bash
 git clone https://github.com/sipeed/picoclaw.git

 cd picoclaw
 make deps

+# 安装前端依赖
+(cd web/frontend && pnpm install --frozen-lockfile)
+
 # 构建核心二进制文件
 make build

 # 构建 Web UI Launcher（WebUI 模式必需）
 make build-launcher

-# 为多平台构建
+# 为 Makefile 管理的所有平台构建核心二进制文件
 make build-all

 # 为 Raspberry Pi Zero 2 W 构建（32位: make build-linux-arm; 64位: make build-linux-arm64）
@@ -507,7 +515,7 @@ picoclaw skills search "web scraping"
 picoclaw skills install <skill-name>
 ```

-**配置 ClawHub token**（可选，用于提高速率限制）：
+**配置 Skills 仓库源**：

 在 `config.json` 中添加：
 ```json
@@ -517,6 +525,11 @@ picoclaw skills install <skill-name>
      "registries": {
        "clawhub": {
          "auth_token": "your-clawhub-token"
+        },
+        "github": {
+          "base_url": "https://github.com",
+          "auth_token": "your-github-token",
+          "proxy": ""
        }
      }
    }
@@ -524,6 +537,8 @@ picoclaw skills install <skill-name>
 }
 ```

+`tools.skills.github.*` 已废弃，请改用 `tools.skills.registries.github.*`。
+
 更多详情请参阅 [工具配置 - Skills](docs/zh/tools_configuration.md#skills-tool)。

 ## 🔗 MCP (Model Context Protocol)
@@ -616,8 +631,3 @@ Discord: <https://discord.gg/V4sAZ9XWpN>

 WeChat:
 <img src="assets/wechat.png" alt="WeChat group QR code" width="512">
-
-
-
-
-
@@ -36,6 +36,7 @@ type AggMetrics struct {
 	OverallHitRate float64             `json:"overallHitRate"`
 	ByCategory     map[int]*CatMetrics `json:"byCategory"`
 	TotalQuestions int                 `json:"totalQuestions"`
+	ValidF1Count   int                 `json:"validF1Count"`
 }

 // CatMetrics holds metrics for a single category.
@@ -43,6 +44,7 @@ type CatMetrics struct {
 	F1            float64 `json:"f1"`
 	HitRate       float64 `json:"hitRate"`
 	QuestionCount int     `json:"questionCount"`
+	ValidF1Count  int     `json:"validF1Count"`
 }

 // EvalLegacy evaluates using legacy session store (raw history + budget truncation).
@@ -201,38 +203,64 @@ func EvalSeahorse(

 // aggregateMetrics computes overall and per-category metrics.
 func aggregateMetrics(qaResults []QAResult) AggMetrics {
-	byCat := map[int]*CatMetrics{}
+	type catAccum struct {
+		f1Sum        float64
+		f1Count      int
+		hitRateSum   float64
+		hitRateCount int
+	}
+	byCatAcc := map[int]*catAccum{}
 	totalF1 := 0.0
 	totalHitRate := 0.0
+	validF1Count := 0
 	for _, qr := range qaResults {
-		totalF1 += qr.TokenF1
-		totalHitRate += qr.HitRate
-		cat, ok := byCat[qr.Category]
-		if !ok {
-			cat = &CatMetrics{}
-			byCat[qr.Category] = cat
+		// Skip sentinel -1.0 scores (LLM API/parse failures) from F1 averaging.
+		if qr.TokenF1 >= 0 {
+			totalF1 += qr.TokenF1
+			validF1Count++
 		}
-		cat.F1 += qr.TokenF1
-		cat.HitRate += qr.HitRate
-		cat.QuestionCount++
+		totalHitRate += qr.HitRate
+		acc, ok := byCatAcc[qr.Category]
+		if !ok {
+			acc = &catAccum{}
+			byCatAcc[qr.Category] = acc
+		}
+		if qr.TokenF1 >= 0 {
+			acc.f1Sum += qr.TokenF1
+			acc.f1Count++
+		}
+		acc.hitRateSum += qr.HitRate
+		acc.hitRateCount++
 	}
-	n := len(qaResults)
-	if n == 0 {
-		n = 1
+	nHit := len(qaResults)
+	if nHit == 0 {
+		nHit = 1
 	}
-	agg := AggMetrics{
-		OverallF1:      totalF1 / float64(n),
-		OverallHitRate: totalHitRate / float64(n),
+	byCat := map[int]*CatMetrics{}
+	for cat, acc := range byCatAcc {
+		cm := &CatMetrics{
+			QuestionCount: acc.hitRateCount,
+			ValidF1Count:  acc.f1Count,
+		}
+		if acc.f1Count > 0 {
+			cm.F1 = acc.f1Sum / float64(acc.f1Count)
+		}
+		if acc.hitRateCount > 0 {
+			cm.HitRate = acc.hitRateSum / float64(acc.hitRateCount)
+		}
+		byCat[cat] = cm
+	}
+	var overallF1 float64
+	if validF1Count > 0 {
+		overallF1 = totalF1 / float64(validF1Count)
+	}
+	return AggMetrics{
+		OverallF1:      overallF1,
+		OverallHitRate: totalHitRate / float64(nHit),
 		ByCategory:     byCat,
 		TotalQuestions: len(qaResults),
+		ValidF1Count:   validF1Count,
 	}
-	for _, cat := range agg.ByCategory {
-		if cat.QuestionCount > 0 {
-			cat.F1 /= float64(cat.QuestionCount)
-			cat.HitRate /= float64(cat.QuestionCount)
-		}
-	}
-	return agg
 }

 // SaveResults writes per-sample eval results to JSON files.
@@ -277,27 +305,43 @@ func SaveAggregated(results []EvalResult, outDir string) error {
 func computeModeAgg(results []EvalResult) AggMetrics {
 	agg := AggMetrics{ByCategory: map[int]*CatMetrics{}}
 	for _, r := range results {
-		agg.OverallF1 += r.Agg.OverallF1 * float64(r.Agg.TotalQuestions)
+		// Backward compat: old eval JSON (token mode) without ValidF1Count → use TotalQuestions.
+		// LLM modes may legitimately have ValidF1Count==0 (all failures).
+		vf1 := r.Agg.ValidF1Count
+		if vf1 == 0 && r.Agg.TotalQuestions > 0 && !strings.HasSuffix(r.Mode, "-llm") {
+			vf1 = r.Agg.TotalQuestions
+		}
+		agg.OverallF1 += r.Agg.OverallF1 * float64(vf1)
 		agg.OverallHitRate += r.Agg.OverallHitRate * float64(r.Agg.TotalQuestions)
 		agg.TotalQuestions += r.Agg.TotalQuestions
+		agg.ValidF1Count += vf1
 		for cat, cm := range r.Agg.ByCategory {
 			existing, ok := agg.ByCategory[cat]
 			if !ok {
 				existing = &CatMetrics{}
 				agg.ByCategory[cat] = existing
 			}
-			existing.F1 += cm.F1 * float64(cm.QuestionCount)
+			cvf1 := cm.ValidF1Count
+			if cvf1 == 0 && cm.QuestionCount > 0 && !strings.HasSuffix(r.Mode, "-llm") {
+				cvf1 = cm.QuestionCount
+			}
+			existing.F1 += cm.F1 * float64(cvf1)
 			existing.HitRate += cm.HitRate * float64(cm.QuestionCount)
 			existing.QuestionCount += cm.QuestionCount
+			existing.ValidF1Count += cvf1
 		}
 	}
+	if agg.ValidF1Count > 0 {
+		agg.OverallF1 /= float64(agg.ValidF1Count)
+	}
 	if agg.TotalQuestions > 0 {
-		agg.OverallF1 /= float64(agg.TotalQuestions)
 		agg.OverallHitRate /= float64(agg.TotalQuestions)
 	}
 	for _, cat := range agg.ByCategory {
+		if cat.ValidF1Count > 0 {
+			cat.F1 /= float64(cat.ValidF1Count)
+		}
 		if cat.QuestionCount > 0 {
-			cat.F1 /= float64(cat.QuestionCount)
 			cat.HitRate /= float64(cat.QuestionCount)
 		}
 	}
@@ -359,7 +403,9 @@ func printSection(title string, results []EvalResult) {

 // PrintComparison outputs a human-readable comparison table to stdout.
 func PrintComparison(results []EvalResult, llmResults []EvalResult) {
-	printSection("No LLM generation", results)
+	if len(results) > 0 {
+		printSection("No LLM generation", results)
+	}
 	if len(llmResults) > 0 {
 		printSection("With LLM", llmResults)
 	}
@@ -0,0 +1,346 @@
+package main
+
+import (
+	"context"
+	"fmt"
+	"log"
+	"regexp"
+	"sort"
+	"strconv"
+	"strings"
+	"sync"
+
+	"github.com/sipeed/picoclaw/pkg/seahorse"
+)
+
+const answerSystemPrompt = `You are a helpful assistant. Given conversation context, answer the question concisely and accurately. If the answer is not in the context, say "I don't know". Answer in 1-3 sentences maximum.`
+
+const judgeSystemPrompt = `You are an impartial judge evaluating answer quality.
+Compare the candidate answer against the reference answer.
+Consider semantic equivalence — different wording expressing the same meaning should score high.
+
+Output ONLY a single integer score from 1 to 5:
+1 = completely wrong or irrelevant
+2 = partially related but mostly incorrect
+3 = partially correct, missing key details
+4 = mostly correct with minor omissions
+5 = fully correct, semantically equivalent
+
+Output ONLY the number, nothing else.`
+
+// generateAnswer asks the LLM to answer a question given retrieved context.
+func generateAnswer(ctx context.Context, client *LLMClient, contextText, question string) (string, error) {
+	// Truncate context to avoid exceeding model limits while preserving valid UTF-8.
+	contextRunes := []rune(contextText)
+	if len(contextRunes) > 6000 {
+		contextText = string(contextRunes[:6000]) + "\n... [truncated]"
+	}
+
+	userPrompt := fmt.Sprintf("## Conversation Context\n\n%s\n\n## Question\n\n%s", contextText, question)
+	return client.Complete(ctx, answerSystemPrompt, userPrompt)
+}
+
+// scoreRe matches the first standalone integer 1-5 in the judge response.
+var scoreRe = regexp.MustCompile(`\b([1-5])\b`)
+
+// judgeAnswer asks the LLM to score the candidate answer vs the gold answer.
+// Returns a score from 0.0 to 1.0, or -1.0 on parse failure.
+func judgeAnswer(
+	ctx context.Context,
+	judgeClient *LLMClient,
+	question, goldAnswer, candidateAnswer string,
+) (float64, error) {
+	userPrompt := fmt.Sprintf(
+		"Question: %s\n\nReference Answer: %s\n\nCandidate Answer: %s\n\nScore:",
+		question, goldAnswer, candidateAnswer,
+	)
+
+	response, err := judgeClient.Complete(ctx, judgeSystemPrompt, userPrompt)
+	if err != nil {
+		return -1.0, err
+	}
+
+	response = strings.TrimSpace(response)
+	if m := scoreRe.FindStringSubmatch(response); len(m) == 2 {
+		score, _ := strconv.Atoi(m[1])
+		return float64(score-1) / 4.0, nil // Normalize 1-5 to 0.0-1.0
+	}
+	log.Printf("WARNING: could not parse judge score from: %q, returning -1", response)
+	return -1.0, nil
+}
+
+// qaWork describes one QA evaluation unit.
+type qaWork struct {
+	sampleID    string
+	qaIndex     int
+	globalIndex int
+	totalQA     int
+	qa          *LocomoQA
+	contextText string
+	sample      *LocomoSample
+}
+
+// qaResult collects one QA evaluation output.
+type qaResultOut struct {
+	index  int // position in the flat QA list for ordering
+	result QAResult
+	answer string
+	score  float64
+}
+
+// evalQAWorker processes a single QA item: generate answer + judge score.
+func evalQAWorker(
+	ctx context.Context,
+	w qaWork,
+	answerClient, judgeClient *LLMClient,
+	logPrefix string,
+) qaResultOut {
+	llmAnswer, err := generateAnswer(ctx, answerClient, w.contextText, w.qa.Question)
+	if err != nil {
+		log.Printf("WARN: LLM generation failed for sample %s Q%d: %v", w.sampleID, w.qaIndex, err)
+		llmAnswer = ""
+	}
+
+	score := -1.0
+	if llmAnswer != "" {
+		score, err = judgeAnswer(ctx, judgeClient, w.qa.Question, w.qa.AnswerString(), llmAnswer)
+		if err != nil {
+			log.Printf("WARN: LLM judge failed for sample %s Q%d: %v", w.sampleID, w.qaIndex, err)
+		}
+	}
+
+	hitRate := RecallHitRate(w.qa.Evidence, w.sample, w.contextText)
+
+	log.Printf("[%s] sample=%s q=%d/%d score=%.2f answer=%q",
+		logPrefix, w.sampleID, w.globalIndex, w.totalQA, score, truncateStr(llmAnswer, 80))
+
+	return qaResultOut{
+		index: w.globalIndex,
+		result: QAResult{
+			Question:   w.qa.Question,
+			Category:   w.qa.Category,
+			GoldAnswer: w.qa.AnswerString(),
+			TokenF1:    score,
+			HitRate:    hitRate,
+		},
+		answer: llmAnswer,
+		score:  score,
+	}
+}
+
+// EvalLegacyLLM evaluates legacy store using LLM generation + LLM-as-Judge.
+func EvalLegacyLLM(
+	ctx context.Context,
+	samples []LocomoSample,
+	legacy *LegacyStore,
+	budgetTokens int,
+	answerClient, judgeClient *LLMClient,
+	concurrency int,
+) []EvalResult {
+	if concurrency < 1 {
+		concurrency = 1
+	}
+	totalQA := countTotalQA(samples)
+	results := make([]EvalResult, 0, len(samples))
+
+	for si := range samples {
+		sample := &samples[si]
+		history := legacy.GetHistory(sample.SampleID)
+
+		allContent := make([]string, 0, len(history))
+		for _, msg := range history {
+			allContent = append(allContent, msg.Content)
+		}
+
+		truncated, _ := BudgetTruncate(allContent, budgetTokens)
+		contextText := StringListToContent(truncated)
+
+		qaResults := make([]QAResult, len(sample.QA))
+
+		if concurrency <= 1 {
+			for qi := range sample.QA {
+				out := evalQAWorker(ctx, qaWork{
+					sampleID: sample.SampleID, qaIndex: qi,
+					globalIndex: si*len(sample.QA) + qi + 1, totalQA: totalQA,
+					qa: &sample.QA[qi], contextText: contextText, sample: sample,
+				}, answerClient, judgeClient, "legacy-llm")
+				qaResults[qi] = out.result
+			}
+		} else {
+			sem := make(chan struct{}, concurrency)
+			var wg sync.WaitGroup
+			for qi := range sample.QA {
+				wg.Add(1)
+				go func() {
+					defer wg.Done()
+					sem <- struct{}{}
+					defer func() { <-sem }()
+					out := evalQAWorker(ctx, qaWork{
+						sampleID: sample.SampleID, qaIndex: qi,
+						globalIndex: si*len(sample.QA) + qi + 1, totalQA: totalQA,
+						qa: &sample.QA[qi], contextText: contextText, sample: sample,
+					}, answerClient, judgeClient, "legacy-llm")
+					qaResults[qi] = out.result // safe: each goroutine writes distinct index
+				}()
+			}
+			wg.Wait()
+		}
+
+		results = append(results, EvalResult{
+			Mode:      "legacy-llm",
+			SampleID:  sample.SampleID,
+			QAResults: qaResults,
+			Agg:       aggregateMetrics(qaResults),
+		})
+	}
+	return results
+}
+
+// buildSeahorseContext retrieves context for a seahorse QA item.
+func buildSeahorseContext(
+	ctx context.Context,
+	ir *SeahorseIngestResult,
+	sample *LocomoSample,
+	qa *LocomoQA,
+	budgetTokens int,
+) string {
+	store := ir.Engine.GetRetrieval().Store()
+	retrieval := ir.Engine.GetRetrieval()
+	convID := ir.ConvMap[sample.SampleID]
+
+	keywords := ExtractKeywords(qa.Question)
+	bestRank := map[int64]float64{}
+	for _, kw := range keywords {
+		searchResults, err := store.SearchMessages(ctx, seahorse.SearchInput{
+			Pattern:        kw,
+			ConversationID: convID,
+			Limit:          20,
+		})
+		if err != nil {
+			continue
+		}
+		for _, sr := range searchResults {
+			if sr.MessageID > 0 {
+				if prev, ok := bestRank[sr.MessageID]; !ok || sr.Rank < prev {
+					bestRank[sr.MessageID] = sr.Rank
+				}
+			}
+		}
+	}
+
+	messageIDs := make([]int64, 0, len(bestRank))
+	for id := range bestRank {
+		messageIDs = append(messageIDs, id)
+	}
+	sort.Slice(messageIDs, func(i, j int) bool {
+		return bestRank[messageIDs[i]] < bestRank[messageIDs[j]]
+	})
+
+	var contentParts []string
+	if len(messageIDs) > 0 {
+		expandResult, err := retrieval.ExpandMessages(ctx, messageIDs)
+		if err == nil {
+			for _, msg := range expandResult.Messages {
+				contentParts = append(contentParts, msg.Content)
+			}
+		}
+	}
+	if len(contentParts) == 0 {
+		return ""
+	}
+	truncated, _ := BudgetTruncate(contentParts, budgetTokens)
+	return StringListToContent(truncated)
+}
+
+// EvalSeahorseLLM evaluates seahorse retrieval using LLM generation + LLM-as-Judge.
+func EvalSeahorseLLM(
+	ctx context.Context,
+	samples []LocomoSample,
+	ir *SeahorseIngestResult,
+	budgetTokens int,
+	answerClient, judgeClient *LLMClient,
+	concurrency int,
+) []EvalResult {
+	if concurrency < 1 {
+		concurrency = 1
+	}
+	totalQA := countTotalQA(samples)
+	results := make([]EvalResult, 0, len(samples))
+
+	for si := range samples {
+		sample := &samples[si]
+		if _, ok := ir.ConvMap[sample.SampleID]; !ok {
+			log.Printf("WARN: no conversation ID for sample %s", sample.SampleID)
+			continue
+		}
+
+		qaResults := make([]QAResult, len(sample.QA))
+
+		evalOne := func(qi int) {
+			qa := &sample.QA[qi]
+			contextText := buildSeahorseContext(ctx, ir, sample, qa, budgetTokens)
+			if contextText == "" {
+				qaResults[qi] = QAResult{
+					Question:   qa.Question,
+					Category:   qa.Category,
+					GoldAnswer: qa.AnswerString(),
+					TokenF1:    0.0,
+					HitRate:    0.0,
+				}
+				log.Printf("[seahorse-llm] sample=%s q=%d/%d score=0.00 answer=(no context)",
+					sample.SampleID, si*len(sample.QA)+qi+1, totalQA)
+				return
+			}
+			out := evalQAWorker(ctx, qaWork{
+				sampleID: sample.SampleID, qaIndex: qi,
+				globalIndex: si*len(sample.QA) + qi + 1, totalQA: totalQA,
+				qa: qa, contextText: contextText, sample: sample,
+			}, answerClient, judgeClient, "seahorse-llm")
+			qaResults[qi] = out.result
+		}
+
+		if concurrency <= 1 {
+			for qi := range sample.QA {
+				evalOne(qi)
+			}
+		} else {
+			sem := make(chan struct{}, concurrency)
+			var wg sync.WaitGroup
+			for qi := range sample.QA {
+				wg.Add(1)
+				go func() {
+					defer wg.Done()
+					sem <- struct{}{}
+					defer func() { <-sem }()
+					evalOne(qi)
+				}()
+			}
+			wg.Wait()
+		}
+
+		results = append(results, EvalResult{
+			Mode:      "seahorse-llm",
+			SampleID:  sample.SampleID,
+			QAResults: qaResults,
+			Agg:       aggregateMetrics(qaResults),
+		})
+	}
+	return results
+}
+
+func countTotalQA(samples []LocomoSample) int {
+	n := 0
+	for i := range samples {
+		n += len(samples[i].QA)
+	}
+	return n
+}
+
+func truncateStr(s string, maxLen int) string {
+	s = strings.ReplaceAll(s, "\n", " ")
+	runes := []rune(s)
+	if len(runes) > maxLen {
+		return string(runes[:maxLen]) + "..."
+	}
+	return s
+}
@@ -102,3 +102,81 @@ func TestComputeModeAgg(t *testing.T) {
 		t.Errorf("TotalQuestions = %d, want 10", got.TotalQuestions)
 	}
 }
+
+func TestAggregateMetricsSentinel(t *testing.T) {
+	qa := []QAResult{
+		{Category: 1, TokenF1: 0.8, HitRate: 0.5},
+		{Category: 1, TokenF1: -1.0, HitRate: 0.3},
+		{Category: 1, TokenF1: 0.4, HitRate: 0.7},
+	}
+	agg := aggregateMetrics(qa)
+
+	if agg.ValidF1Count != 2 {
+		t.Errorf("ValidF1Count = %d, want 2", agg.ValidF1Count)
+	}
+	if agg.TotalQuestions != 3 {
+		t.Errorf("TotalQuestions = %d, want 3", agg.TotalQuestions)
+	}
+	wantF1 := (0.8 + 0.4) / 2.0
+	if math.Abs(agg.OverallF1-wantF1) > 1e-9 {
+		t.Errorf("OverallF1 = %.6f, want %.6f", agg.OverallF1, wantF1)
+	}
+	wantHR := (0.5 + 0.3 + 0.7) / 3.0
+	if math.Abs(agg.OverallHitRate-wantHR) > 1e-9 {
+		t.Errorf("OverallHitRate = %.6f, want %.6f", agg.OverallHitRate, wantHR)
+	}
+}
+
+func TestAggregateMetricsAllSentinel(t *testing.T) {
+	qa := []QAResult{
+		{Category: 1, TokenF1: -1.0, HitRate: 0.5},
+		{Category: 1, TokenF1: -1.0, HitRate: 0.3},
+	}
+	agg := aggregateMetrics(qa)
+
+	if agg.ValidF1Count != 0 {
+		t.Errorf("ValidF1Count = %d, want 0", agg.ValidF1Count)
+	}
+	if agg.OverallF1 != 0 {
+		t.Errorf("OverallF1 = %.6f, want 0", agg.OverallF1)
+	}
+}
+
+func TestComputeModeAggSentinelWeighting(t *testing.T) {
+	results := []EvalResult{
+		{
+			Mode:     "test",
+			SampleID: "s1",
+			QAResults: []QAResult{
+				{Category: 1, TokenF1: 0.8, HitRate: 0.5},
+				{Category: 1, TokenF1: -1.0, HitRate: 0.3},
+			},
+		},
+		{
+			Mode:     "test",
+			SampleID: "s2",
+			QAResults: []QAResult{
+				{Category: 1, TokenF1: 0.4, HitRate: 0.6},
+				{Category: 1, TokenF1: 0.6, HitRate: 0.8},
+			},
+		},
+	}
+	for i := range results {
+		results[i].Agg = aggregateMetrics(results[i].QAResults)
+	}
+
+	got := computeModeAgg(results)
+
+	// s1: ValidF1Count=1, F1=0.8; s2: ValidF1Count=2, F1=0.5
+	// Weighted: (0.8*1 + 0.5*2) / 3 = 1.8/3 = 0.6
+	wantF1 := 0.6
+	if math.Abs(got.OverallF1-wantF1) > 1e-9 {
+		t.Errorf("OverallF1 = %.6f, want %.6f", got.OverallF1, wantF1)
+	}
+	if got.ValidF1Count != 3 {
+		t.Errorf("ValidF1Count = %d, want 3", got.ValidF1Count)
+	}
+	if got.TotalQuestions != 4 {
+		t.Errorf("TotalQuestions = %d, want 4", got.TotalQuestions)
+	}
+}
@@ -0,0 +1,198 @@
+package main
+
+import (
+	"bytes"
+	"context"
+	"encoding/json"
+	"fmt"
+	"io"
+	"log"
+	"net/http"
+	"strings"
+	"time"
+)
+
+// LLMClient wraps an OpenAI-compatible chat completion endpoint.
+type LLMClient struct {
+	BaseURL    string
+	Model      string
+	APIKey     string
+	NoThinking bool // send chat_template_kwargs to disable thinking (llama.cpp specific)
+	MaxRetries int  // max retry attempts for transient errors (0 = no retry)
+	Client     *http.Client
+}
+
+// LLMClientOptions configures the LLM client.
+type LLMClientOptions struct {
+	BaseURL    string
+	Model      string
+	APIKey     string
+	Timeout    time.Duration
+	NoThinking bool
+	MaxRetries int // max retry attempts (default 3)
+}
+
+// NewLLMClient creates a client for an OpenAI-compatible chat completion API.
+func NewLLMClient(opts LLMClientOptions) *LLMClient {
+	if opts.Timeout == 0 {
+		opts.Timeout = 120 * time.Second
+	}
+	maxRetries := opts.MaxRetries
+	if maxRetries < 0 {
+		maxRetries = 3
+	}
+	return &LLMClient{
+		BaseURL:    strings.TrimRight(opts.BaseURL, "/"),
+		Model:      opts.Model,
+		APIKey:     opts.APIKey,
+		NoThinking: opts.NoThinking,
+		MaxRetries: maxRetries,
+		Client: &http.Client{
+			Timeout: opts.Timeout,
+		},
+	}
+}
+
+type chatRequest struct {
+	Model              string         `json:"model"`
+	Messages           []chatMessage  `json:"messages"`
+	Temperature        float64        `json:"temperature"`
+	MaxTokens          int            `json:"max_tokens"`
+	ChatTemplateKwargs map[string]any `json:"chat_template_kwargs,omitempty"` // llama.cpp
+	Think              *bool          `json:"think,omitempty"`                // Ollama
+	Thinking           map[string]any `json:"thinking,omitempty"`             // GLM (智谱)
+}
+
+type chatMessage struct {
+	Role    string `json:"role"`
+	Content string `json:"content"`
+}
+
+type chatResponse struct {
+	Choices []struct {
+		Message struct {
+			Content          string `json:"content"`
+			ReasoningContent string `json:"reasoning_content,omitempty"`
+		} `json:"message"`
+	} `json:"choices"`
+}
+
+// Complete sends a chat completion request and returns the assistant's reply.
+func (c *LLMClient) Complete(ctx context.Context, systemPrompt, userPrompt string) (string, error) {
+	sysContent := systemPrompt
+	if c.NoThinking && sysContent != "" {
+		// Prepend /no_think tag — works with Ollama /v1 endpoint and
+		// Qwen chat templates where the JSON think field is ignored.
+		sysContent = "/no_think\n" + sysContent
+	}
+	messages := []chatMessage{}
+	if sysContent != "" {
+		messages = append(messages, chatMessage{Role: "system", Content: sysContent})
+	}
+	messages = append(messages, chatMessage{Role: "user", Content: userPrompt})
+
+	body := chatRequest{
+		Model:       c.Model,
+		Messages:    messages,
+		Temperature: 0.1,
+		MaxTokens:   512,
+	}
+	if c.NoThinking {
+		// llama.cpp: chat_template_kwargs
+		body.ChatTemplateKwargs = map[string]any{
+			"enable_thinking": false,
+		}
+		// Ollama (0.9+): think field
+		thinkFalse := false
+		body.Think = &thinkFalse
+		// GLM (智谱): thinking field
+		body.Thinking = map[string]any{
+			"type": "disabled",
+		}
+	}
+
+	jsonBody, err := json.Marshal(body)
+	if err != nil {
+		return "", fmt.Errorf("marshal request: %w", err)
+	}
+
+	endpoint := strings.TrimRight(c.BaseURL, "/") + "/chat/completions"
+	req, err := http.NewRequestWithContext(ctx, "POST", endpoint, bytes.NewReader(jsonBody))
+	if err != nil {
+		return "", fmt.Errorf("create request: %w", err)
+	}
+	req.Header.Set("Content-Type", "application/json")
+	if c.APIKey != "" {
+		req.Header.Set("Authorization", "Bearer "+c.APIKey)
+	}
+
+	var respBody []byte
+	var lastErr error
+	for attempt := 0; attempt <= c.MaxRetries; attempt++ {
+		if attempt > 0 {
+			backoff := time.Duration(1<<(attempt-1)) * time.Second // 1s, 2s, 4s, ...
+			log.Printf("LLM retry %d/%d after %v: %v", attempt, c.MaxRetries, backoff, lastErr)
+			select {
+			case <-ctx.Done():
+				return "", ctx.Err()
+			case <-time.After(backoff):
+			}
+			// Rebuild request (body reader is consumed)
+			req, err = http.NewRequestWithContext(ctx, "POST", endpoint, bytes.NewReader(jsonBody))
+			if err != nil {
+				return "", fmt.Errorf("create request: %w", err)
+			}
+			req.Header.Set("Content-Type", "application/json")
+			if c.APIKey != "" {
+				req.Header.Set("Authorization", "Bearer "+c.APIKey)
+			}
+		}
+
+		var resp *http.Response
+		resp, lastErr = c.Client.Do(req)
+		if lastErr != nil {
+			continue // network/timeout error → retry
+		}
+
+		respBody, lastErr = io.ReadAll(resp.Body)
+		resp.Body.Close()
+		if lastErr != nil {
+			continue
+		}
+
+		if resp.StatusCode == 429 || resp.StatusCode >= 500 {
+			lastErr = fmt.Errorf("API error %d: %s", resp.StatusCode, string(respBody))
+			continue // rate limit or server error → retry
+		}
+		if resp.StatusCode != 200 {
+			return "", fmt.Errorf("API error %d: %s", resp.StatusCode, string(respBody))
+		}
+
+		lastErr = nil
+		break
+	}
+	if lastErr != nil {
+		return "", fmt.Errorf("after %d retries: %w", c.MaxRetries, lastErr)
+	}
+
+	var chatResp chatResponse
+	if err := json.Unmarshal(respBody, &chatResp); err != nil {
+		return "", fmt.Errorf("parse response: %w", err)
+	}
+	if len(chatResp.Choices) == 0 {
+		return "", fmt.Errorf("no choices in response")
+	}
+	content := strings.TrimSpace(chatResp.Choices[0].Message.Content)
+	// Strip any residual <think>...</think> blocks
+	if idx := strings.Index(content, "</think>"); idx >= 0 {
+		content = strings.TrimSpace(content[idx+len("</think>"):])
+	}
+	// Fallback: GLM/DeepSeek put thinking output in reasoning_content when thinking is enabled
+	if content == "" && chatResp.Choices[0].Message.ReasoningContent != "" {
+		content = strings.TrimSpace(chatResp.Choices[0].Message.ReasoningContent)
+	}
+	if content == "" {
+		return "", fmt.Errorf("empty LLM response")
+	}
+	return content, nil
+}
@@ -8,6 +8,7 @@ import (
 	"os"
 	"path/filepath"
 	"strings"
+	"time"

 	"github.com/spf13/cobra"

@@ -15,10 +16,22 @@ import (
 )

 var (
-	flagData   string
-	flagOut    string
-	flagMode   string
-	flagBudget int
+	flagData         string
+	flagOut          string
+	flagMode         string
+	flagBudget       int
+	flagEvalMode     string
+	flagAPIBase      string
+	flagAPIKey       string
+	flagModel        string
+	flagNoThinking   bool
+	flagLimit        int
+	flagTimeout      int
+	flagRetries      int
+	flagJudgeModel   string
+	flagJudgeAPIBase string
+	flagJudgeAPIKey  string
+	flagConcurrency  int
 )

 func main() {
@@ -48,6 +61,22 @@ func main() {
 	evalCmd.Flags().StringVar(&flagOut, "out", "./bench-out", "output working directory")
 	evalCmd.Flags().StringVar(&flagMode, "mode", "all", "modes to evaluate: legacy, seahorse, or all")
 	evalCmd.Flags().IntVar(&flagBudget, "budget", 4000, "token budget for retrieval")
+	evalCmd.Flags().
+		StringVar(&flagEvalMode, "eval-mode", "token", "evaluation mode: token (direct match) or llm (LLM-as-Judge)")
+	evalCmd.Flags().
+		StringVar(&flagAPIBase, "api-base", "", "API base URL with version path, e.g. http://host/v1 (default: http://127.0.0.1:8080/v1, env: MEMBENCH_API_BASE)")
+	evalCmd.Flags().StringVar(&flagAPIKey, "api-key", "", "API key for the LLM endpoint (env: MEMBENCH_API_KEY)")
+	evalCmd.Flags().StringVar(&flagModel, "model", "", "model name for LLM eval (env: MEMBENCH_MODEL)")
+	evalCmd.Flags().
+		BoolVar(&flagNoThinking, "no-thinking", false, "disable thinking mode via chat_template_kwargs (llama.cpp + Qwen)")
+	evalCmd.Flags().IntVar(&flagLimit, "limit", 0, "max QA questions per sample (0 = all)")
+	evalCmd.Flags().IntVar(&flagTimeout, "timeout", 120, "HTTP timeout in seconds for LLM requests")
+	evalCmd.Flags().IntVar(&flagRetries, "retries", 3, "max retry attempts for transient LLM errors (timeout/5xx/429)")
+	evalCmd.Flags().StringVar(&flagJudgeModel, "judge-model", "", "model for judge scoring (defaults to --model)")
+	evalCmd.Flags().
+		StringVar(&flagJudgeAPIBase, "judge-api-base", "", "API base URL for judge model (defaults to --api-base)")
+	evalCmd.Flags().StringVar(&flagJudgeAPIKey, "judge-api-key", "", "API key for judge model (defaults to --api-key)")
+	evalCmd.Flags().IntVar(&flagConcurrency, "concurrency", 1, "number of concurrent QA evaluations")

 	reportCmd := &cobra.Command{
 		Use:   "report",
@@ -65,6 +94,22 @@ func main() {
 	runCmd.Flags().StringVar(&flagOut, "out", "./bench-out", "output working directory")
 	runCmd.Flags().StringVar(&flagMode, "mode", "all", "modes to run: legacy, seahorse, or all")
 	runCmd.Flags().IntVar(&flagBudget, "budget", 4000, "token budget for retrieval")
+	runCmd.Flags().
+		StringVar(&flagEvalMode, "eval-mode", "token", "evaluation mode: token (direct match) or llm (LLM-as-Judge)")
+	runCmd.Flags().
+		StringVar(&flagAPIBase, "api-base", "", "API base URL with version path, e.g. http://host/v1 (default: http://127.0.0.1:8080/v1, env: MEMBENCH_API_BASE)")
+	runCmd.Flags().StringVar(&flagAPIKey, "api-key", "", "API key for the LLM endpoint (env: MEMBENCH_API_KEY)")
+	runCmd.Flags().StringVar(&flagModel, "model", "", "model name for LLM eval (env: MEMBENCH_MODEL)")
+	runCmd.Flags().
+		BoolVar(&flagNoThinking, "no-thinking", false, "disable thinking mode via chat_template_kwargs (llama.cpp + Qwen)")
+	runCmd.Flags().IntVar(&flagLimit, "limit", 0, "max QA questions per sample (0 = all)")
+	runCmd.Flags().IntVar(&flagTimeout, "timeout", 120, "HTTP timeout in seconds for LLM requests")
+	runCmd.Flags().IntVar(&flagRetries, "retries", 3, "max retry attempts for transient LLM errors (timeout/5xx/429)")
+	runCmd.Flags().StringVar(&flagJudgeModel, "judge-model", "", "model for judge scoring (defaults to --model)")
+	runCmd.Flags().
+		StringVar(&flagJudgeAPIBase, "judge-api-base", "", "API base URL for judge model (defaults to --api-base)")
+	runCmd.Flags().StringVar(&flagJudgeAPIKey, "judge-api-key", "", "API key for judge model (defaults to --api-key)")
+	runCmd.Flags().IntVar(&flagConcurrency, "concurrency", 1, "number of concurrent QA evaluations")

 	rootCmd.AddCommand(ingestCmd, evalCmd, reportCmd, runCmd)

@@ -136,7 +181,50 @@ func runEval(cmd *cobra.Command, args []string) error {
 	}
 	log.Printf("Loaded %d samples", len(samples))

-	var allResults []EvalResult
+	if flagLimit > 0 {
+		for i := range samples {
+			if len(samples[i].QA) > flagLimit {
+				samples[i].QA = samples[i].QA[:flagLimit]
+			}
+		}
+		log.Printf("Limited to %d QA per sample", flagLimit)
+	}
+
+	evalMode := strings.ToLower(strings.TrimSpace(flagEvalMode))
+	var useLLM bool
+	switch evalMode {
+	case "token":
+		useLLM = false
+	case "llm":
+		useLLM = true
+	default:
+		return fmt.Errorf("invalid --eval-mode %q: must be token or llm", flagEvalMode)
+	}
+	var answerClient, judgeClient *LLMClient
+	if useLLM {
+		opts, err := buildLLMOptions()
+		if err != nil {
+			return err
+		}
+		answerClient = NewLLMClient(opts)
+		judgeClient = answerClient // default: same client
+		if flagJudgeModel != "" {
+			jOpts := opts // copy base settings
+			jOpts.Model = flagJudgeModel
+			if flagJudgeAPIBase != "" {
+				jOpts.BaseURL = flagJudgeAPIBase
+			}
+			if flagJudgeAPIKey != "" {
+				jOpts.APIKey = flagJudgeAPIKey
+			}
+			judgeClient = NewLLMClient(jOpts)
+			log.Printf("Judge model: model=%s base=%s no-thinking=%v", jOpts.Model, jOpts.BaseURL, jOpts.NoThinking)
+		}
+		log.Printf("LLM eval mode: model=%s base=%s no-thinking=%v concurrency=%d",
+			opts.Model, opts.BaseURL, opts.NoThinking, flagConcurrency)
+	}
+
+	var tokenResults, llmResults []EvalResult

 	for _, mode := range modes {
 		switch mode {
@@ -145,21 +233,34 @@ func runEval(cmd *cobra.Command, args []string) error {
 			for i := range samples {
 				legacy.IngestSample(&samples[i])
 			}
-			results := EvalLegacy(ctx, samples, legacy, flagBudget)
-			allResults = append(allResults, results...)
-			log.Printf("legacy: evaluated %d samples", len(results))
+			if useLLM {
+				results := EvalLegacyLLM(ctx, samples, legacy, flagBudget, answerClient, judgeClient, flagConcurrency)
+				llmResults = append(llmResults, results...)
+				log.Printf("legacy-llm: evaluated %d samples", len(results))
+			} else {
+				results := EvalLegacy(ctx, samples, legacy, flagBudget)
+				tokenResults = append(tokenResults, results...)
+				log.Printf("legacy: evaluated %d samples", len(results))
+			}
 		case "seahorse":
 			dbPath := filepath.Join(flagOut, "seahorse.db")
 			ir, err := IngestSeahorse(ctx, samples, dbPath)
 			if err != nil {
 				return fmt.Errorf("ingest seahorse: %w", err)
 			}
-			results := EvalSeahorse(ctx, samples, ir, flagBudget)
-			allResults = append(allResults, results...)
-			log.Printf("seahorse: evaluated %d samples", len(results))
+			if useLLM {
+				results := EvalSeahorseLLM(ctx, samples, ir, flagBudget, answerClient, judgeClient, flagConcurrency)
+				llmResults = append(llmResults, results...)
+				log.Printf("seahorse-llm: evaluated %d samples", len(results))
+			} else {
+				results := EvalSeahorse(ctx, samples, ir, flagBudget)
+				tokenResults = append(tokenResults, results...)
+				log.Printf("seahorse: evaluated %d samples", len(results))
+			}
 		}
 	}

+	allResults := append(tokenResults, llmResults...)
 	if err := SaveResults(allResults, flagOut); err != nil {
 		return fmt.Errorf("save results: %w", err)
 	}
@@ -167,7 +268,7 @@ func runEval(cmd *cobra.Command, args []string) error {
 		return fmt.Errorf("save aggregated: %w", err)
 	}

-	PrintComparison(allResults, nil)
+	PrintComparison(tokenResults, llmResults)
 	return nil
 }

@@ -199,10 +300,62 @@ func runReport(cmd *cobra.Command, args []string) error {
 		return fmt.Errorf("no eval results found in %s", flagOut)
 	}

-	PrintComparison(allResults, nil)
+	var tokenResults, llmResults []EvalResult
+	for _, r := range allResults {
+		if strings.HasSuffix(r.Mode, "-llm") {
+			llmResults = append(llmResults, r)
+		} else {
+			tokenResults = append(tokenResults, r)
+		}
+	}
+	PrintComparison(tokenResults, llmResults)
 	return nil
 }

 func runAll(cmd *cobra.Command, args []string) error {
 	return runEval(cmd, args)
 }
+
+// envOrFlag returns the flag value if non-empty, otherwise falls back to the
+// environment variable.
+func envOrFlag(flag, envKey string) string {
+	if flag != "" {
+		return flag
+	}
+	return os.Getenv(envKey)
+}
+
+// buildLLMOptions resolves LLM client configuration from flags and environment
+// variables. Flag values take precedence over environment variables.
+//
+// Environment variables:
+//
+//	MEMBENCH_API_BASE  – OpenAI-compatible base URL  (default http://127.0.0.1:8080/v1)
+//	MEMBENCH_API_KEY   – Bearer token for the endpoint
+//	MEMBENCH_MODEL     – Model name to send in the request
+func buildLLMOptions() (LLMClientOptions, error) {
+	base := envOrFlag(flagAPIBase, "MEMBENCH_API_BASE")
+	if base == "" {
+		base = "http://127.0.0.1:8080/v1"
+	}
+	model := envOrFlag(flagModel, "MEMBENCH_MODEL")
+	if model == "" {
+		return LLMClientOptions{}, fmt.Errorf(
+			"--model or MEMBENCH_MODEL is required for LLM eval mode",
+		)
+	}
+	apiKey := envOrFlag(flagAPIKey, "MEMBENCH_API_KEY")
+
+	if flagTimeout <= 0 {
+		return LLMClientOptions{}, fmt.Errorf("--timeout must be > 0, got %d", flagTimeout)
+	}
+
+	return LLMClientOptions{
+		BaseURL:    base,
+		Model:      model,
+		APIKey:     apiKey,
+		NoThinking: flagNoThinking,
+		Timeout:    time.Duration(flagTimeout) * time.Second,
+		MaxRetries: flagRetries,
+	}, nil
+}
@@ -19,6 +19,7 @@ import (

 	"github.com/sipeed/picoclaw/cmd/picoclaw/internal"
 	"github.com/sipeed/picoclaw/pkg/config"
+	"github.com/sipeed/picoclaw/pkg/logger"
 )

 const (
@@ -155,11 +156,31 @@ func defaultWeComQRFlowOptions(timeout time.Duration) wecomQRFlowOptions {
 }

 func applyWeComAuthResult(cfg *config.Config, botInfo wecomQRBotInfo) {
-	cfg.Channels.WeCom.Enabled = true
-	cfg.Channels.WeCom.BotID = botInfo.BotID
-	cfg.Channels.WeCom.SetSecret(botInfo.Secret)
-	if strings.TrimSpace(cfg.Channels.WeCom.WebSocketURL) == "" {
-		cfg.Channels.WeCom.WebSocketURL = wecomDefaultWebSocketURL
+	bc := cfg.Channels.GetByType(config.ChannelWeCom)
+	if bc == nil {
+		bc = &config.Channel{Type: config.ChannelWeCom}
+		cfg.Channels["wecom"] = bc
+	}
+	bc.Enabled = true
+
+	decoded, err := bc.GetDecoded()
+	if err != nil {
+		logger.ErrorCF("wecom", "failed to decode WeCom settings", map[string]any{
+			"error": err.Error(),
+		})
+		return
+	}
+	wecomCfg, ok := decoded.(*config.WeComSettings)
+	if !ok {
+		logger.ErrorCF("wecom", "unexpected WeCom settings type", map[string]any{
+			"got": fmt.Sprintf("%T", decoded),
+		})
+		return
+	}
+	wecomCfg.BotID = botInfo.BotID
+	wecomCfg.Secret = *config.NewSecureString(botInfo.Secret)
+	if strings.TrimSpace(wecomCfg.WebSocketURL) == "" {
+		wecomCfg.WebSocketURL = wecomDefaultWebSocketURL
 	}
 }

@@ -112,17 +112,23 @@ func TestPollWeComQRCodeResult(t *testing.T) {

 func TestApplyWeComAuthResult(t *testing.T) {
 	cfg := config.DefaultConfig()
-	cfg.Channels.WeCom.WebSocketURL = ""
+	require.NoError(t, config.InitChannelList(cfg.Channels))
+	wecom := cfg.Channels["wecom"]
+	t.Logf("wecom: %+v", wecom)
+	decoded, err := wecom.GetDecoded()
+	require.NoError(t, err)
+	weCfg := decoded.(*config.WeComSettings)
+	weCfg.WebSocketURL = ""

 	applyWeComAuthResult(cfg, wecomQRBotInfo{
 		BotID:  "bot-1",
 		Secret: "secret-1",
 	})

-	assert.True(t, cfg.Channels.WeCom.Enabled)
-	assert.Equal(t, "bot-1", cfg.Channels.WeCom.BotID)
-	assert.Equal(t, "secret-1", cfg.Channels.WeCom.Secret.String())
-	assert.Equal(t, wecomDefaultWebSocketURL, cfg.Channels.WeCom.WebSocketURL)
+	assert.True(t, wecom.Enabled)
+	assert.Equal(t, "bot-1", weCfg.BotID)
+	assert.Equal(t, "secret-1", weCfg.Secret.String())
+	assert.Equal(t, wecomDefaultWebSocketURL, weCfg.WebSocketURL)
 }

 func TestAuthWeComCmdWithScanner(t *testing.T) {
@@ -149,9 +155,13 @@ func TestAuthWeComCmdWithScanner(t *testing.T) {

 	cfg, err := config.LoadConfig(internal.GetConfigPath())
 	require.NoError(t, err)
-	assert.True(t, cfg.Channels.WeCom.Enabled)
-	assert.Equal(t, "bot-1", cfg.Channels.WeCom.BotID)
-	assert.Equal(t, "secret-1", cfg.Channels.WeCom.Secret.String())
-	assert.Equal(t, wecomDefaultWebSocketURL, cfg.Channels.WeCom.WebSocketURL)
+	wecom := cfg.Channels["wecom"]
+	decoded, err := wecom.GetDecoded()
+	require.NoError(t, err)
+	weCfg := decoded.(*config.WeComSettings)
+	assert.True(t, wecom.Enabled)
+	assert.Equal(t, "bot-1", weCfg.BotID)
+	assert.Equal(t, "secret-1", weCfg.Secret.String())
+	assert.Equal(t, wecomDefaultWebSocketURL, weCfg.WebSocketURL)
 	assert.Contains(t, output.String(), "WeCom connected.")
 }
@@ -95,14 +95,24 @@ func saveWeixinConfig(token, baseURL, proxy string) error {
 		return fmt.Errorf("failed to load config: %w", err)
 	}

-	cfg.Channels.Weixin.Enabled = true
-	cfg.Channels.Weixin.SetToken(token)
-	const defaultBase = "https://ilinkai.weixin.qq.com/"
-	if baseURL != "" && baseURL != defaultBase {
-		cfg.Channels.Weixin.BaseURL = baseURL
+	bc := cfg.Channels.GetByType(config.ChannelWeixin)
+	if bc == nil {
+		bc = &config.Channel{Type: config.ChannelWeixin}
+		cfg.Channels[config.ChannelWeixin] = bc
 	}
-	if proxy != "" {
-		cfg.Channels.Weixin.Proxy = proxy
+	bc.Enabled = true
+
+	if decoded, err := bc.GetDecoded(); err == nil && decoded != nil {
+		if weixinCfg, ok := decoded.(*config.WeixinSettings); ok {
+			weixinCfg.Token = *config.NewSecureString(token)
+			const defaultBase = "https://ilinkai.weixin.qq.com/"
+			if baseURL != "" && baseURL != defaultBase {
+				weixinCfg.BaseURL = baseURL
+			}
+			if proxy != "" {
+				weixinCfg.Proxy = proxy
+			}
+		}
 	}

 	return config.SaveConfig(cfgPath, cfg)
@@ -0,0 +1,147 @@
+// Package cliui renders human-oriented CLI output: bordered panels and columns
+// on wide interactive terminals. Layout (boxes/columns) is independent of ANSI
+// color: use --no-color or NO_COLOR to disable colors only; narrow or non-TTY
+// stdout falls back to plain line-oriented output.
+package cliui
+
+import (
+	"os"
+	"sync"
+
+	"github.com/charmbracelet/lipgloss"
+	"github.com/muesli/termenv"
+	"golang.org/x/term"
+)
+
+// Minimum terminal width (columns) for bordered / structured layout.
+// Below this, plain line-oriented output is used so boxes do not wrap badly.
+const minWidthFancy = 88
+
+// Minimum width to lay out some views in two columns (e.g. status providers).
+const minWidthColumns = 104
+
+var initMu sync.Mutex
+
+// Init configures lipgloss for this process. When disableAnsiColors is true
+// (e.g. --no-color, NO_COLOR, or TERM=dumb), only color is turned off; Unicode
+// borders still render when UseFancyLayout() is true.
+func Init(disableAnsiColors bool) {
+	initMu.Lock()
+	defer initMu.Unlock()
+	if disableAnsiColors {
+		lipgloss.SetColorProfile(termenv.Ascii)
+		return
+	}
+	lipgloss.SetColorProfile(termenv.EnvColorProfile())
+}
+
+// StdoutWidth returns the terminal width or a sane default if unknown.
+func StdoutWidth() int {
+	w, _, err := term.GetSize(int(os.Stdout.Fd()))
+	if err != nil || w < 20 {
+		return 80
+	}
+	return w
+}
+
+// UseFancyLayout is true when styled boxes/columns should be used.
+func UseFancyLayout() bool {
+	if !term.IsTerminal(int(os.Stdout.Fd())) {
+		return false
+	}
+	return StdoutWidth() >= minWidthFancy
+}
+
+// UseColumnLayout is true when a second content column is viable.
+func UseColumnLayout() bool {
+	return UseFancyLayout() && StdoutWidth() >= minWidthColumns
+}
+
+// InnerWidth is the target content width inside borders/margins.
+func InnerWidth() int {
+	w := StdoutWidth()
+	// Rounded border + horizontal padding (lipgloss borders ~= 2 cols each side + padding).
+	const borderBudget = 8
+	if w > borderBudget+48 {
+		return w - borderBudget
+	}
+	return 48
+}
+
+// StderrWidth returns stderr terminal width or a sane default.
+func StderrWidth() int {
+	w, _, err := term.GetSize(int(os.Stderr.Fd()))
+	if err != nil || w < 20 {
+		return 80
+	}
+	return w
+}
+
+// UseFancyStderr is true when stderr can show boxed errors without ugly wraps.
+func UseFancyStderr() bool {
+	if !term.IsTerminal(int(os.Stderr.Fd())) {
+		return false
+	}
+	return StderrWidth() >= minWidthFancy
+}
+
+// InnerStderrWidth mirrors InnerWidth but for stderr.
+func InnerStderrWidth() int {
+	w := StderrWidth()
+	const borderBudget = 8
+	if w > borderBudget+48 {
+		return w - borderBudget
+	}
+	return 48
+}
+
+var (
+	accentBlue = lipgloss.Color("#3E5DB9")
+	accentRed  = lipgloss.Color("#D54646")
+	colorMuted = lipgloss.Color("#6B6B6B")
+	colorOK    = lipgloss.Color("#2E7D32")
+)
+
+func borderStyle() lipgloss.Style {
+	return lipgloss.NewStyle().
+		Border(lipgloss.RoundedBorder()).
+		BorderForeground(accentBlue).
+		Padding(0, 1)
+}
+
+func titleBarStyle() lipgloss.Style {
+	return lipgloss.NewStyle().
+		Foreground(accentRed).
+		Bold(true)
+}
+
+func mutedStyle() lipgloss.Style {
+	return lipgloss.NewStyle().Foreground(colorMuted)
+}
+
+func bodyStyle() lipgloss.Style {
+	return lipgloss.NewStyle()
+}
+
+func kvKeyStyle() lipgloss.Style {
+	return lipgloss.NewStyle().Foreground(accentBlue).Bold(true)
+}
+
+func kvValStyle() lipgloss.Style {
+	return lipgloss.NewStyle()
+}
+
+// helpIntroStyle is the top tagline (PicoClaw blue, matches ASCII banner left side).
+func helpIntroStyle() lipgloss.Style {
+	return lipgloss.NewStyle().Foreground(accentBlue).Bold(true)
+}
+
+// helpIdentStyle is the left column for commands and flags (blue identifiers).
+func helpIdentStyle() lipgloss.Style {
+	return lipgloss.NewStyle().Foreground(accentBlue).Bold(true)
+}
+
+// helpPlaceholderStyle highlights <placeholders> in usage lines (red accent).
+func helpPlaceholderStyle() lipgloss.Style {
+	return lipgloss.NewStyle().Foreground(accentRed).Bold(true)
+}
@@ -0,0 +1,180 @@
+package cliui
+
+import (
+	"testing"
+
+	flag "github.com/spf13/pflag"
+)
+
+func init() {
+	// Disable ANSI colors in tests so output is predictable plain text.
+	Init(true)
+}
+
+// ---------------------------------------------------------------------------
+// showErrHint
+// ---------------------------------------------------------------------------
+
+func TestShowErrHint(t *testing.T) {
+	cases := []struct {
+		msg  string
+		want bool
+	}{
+		// Cobra flag errors — should show hint
+		{"unknown flag: --foo", true},
+		{"unknown shorthand flag: 'f' in -f", true},
+		{"flag needs an argument: --output", true},
+		{"required flag(s) \"model\" not set", true},
+		// Generic invalid-argument errors — should show hint
+		{"invalid argument \"abc\" for --count", true},
+		// required flag errors — should show hint
+		{"required flag(s) \"model\" not set", true},
+		// usage: in message — should show hint
+		{"bad input\nusage: picoclaw ...", true},
+		// Should NOT false-positive on broad words
+		{"connection flagged by remote", false},
+		{"feature flag not set", false},
+		{"invalid API key provided", false},
+		{"authentication required", false},
+		// Unrelated messages — no hint
+		{"something went wrong", false},
+		{"network timeout", false},
+	}
+
+	for _, tc := range cases {
+		got := showErrHint(tc.msg)
+		if got != tc.want {
+			t.Errorf("showErrHint(%q) = %v, want %v", tc.msg, got, tc.want)
+		}
+	}
+}
+
+// ---------------------------------------------------------------------------
+// styleUsageTokens
+// ---------------------------------------------------------------------------
+
+func TestStyleUsageTokensContainsTokens(t *testing.T) {
+	cases := []struct {
+		input    string
+		contains []string // substrings that must appear in plain output
+	}{
+		{
+			"picoclaw agent <message>",
+			[]string{"picoclaw agent", "<message>"},
+		},
+		{
+			"picoclaw [command] [flags]",
+			[]string{"picoclaw", "[command]", "[flags]"},
+		},
+		{
+			"picoclaw",
+			[]string{"picoclaw"},
+		},
+		{
+			"cmd <arg1> [--flag]",
+			[]string{"cmd", "<arg1>", "[--flag]"},
+		},
+	}
+
+	for _, tc := range cases {
+		out := styleUsageTokens(tc.input)
+		for _, sub := range tc.contains {
+			if !containsStripped(out, sub) {
+				t.Errorf("styleUsageTokens(%q): output %q does not contain %q", tc.input, out, sub)
+			}
+		}
+	}
+}
+
+// containsStripped checks whether plain contains sub after stripping ANSI escapes.
+// Since Init(true) sets Ascii profile, lipgloss emits no escape codes in tests,
+// so this is just a plain substring check.
+func containsStripped(plain, sub string) bool {
+	return len(plain) >= len(sub) && findSubstring(plain, sub)
+}
+
+func findSubstring(s, sub string) bool {
+	for i := 0; i <= len(s)-len(sub); i++ {
+		if s[i:i+len(sub)] == sub {
+			return true
+		}
+	}
+	return false
+}
+
+// ---------------------------------------------------------------------------
+// collectFlagRows
+// ---------------------------------------------------------------------------
+
+func TestCollectFlagRows_Empty(t *testing.T) {
+	fs := flag.NewFlagSet("test", flag.ContinueOnError)
+	rows := collectFlagRows(fs)
+	if len(rows) != 0 {
+		t.Fatalf("expected 0 rows for empty FlagSet, got %d", len(rows))
+	}
+}
+
+func TestCollectFlagRows_BasicFlags(t *testing.T) {
+	fs := flag.NewFlagSet("test", flag.ContinueOnError)
+	fs.String("output", "", "output file path")
+	fs.Bool("verbose", false, "enable verbose mode")
+	fs.Int("count", 1, "number of items")
+
+	rows := collectFlagRows(fs)
+
+	if len(rows) != 3 {
+		t.Fatalf("expected 3 rows, got %d", len(rows))
+	}
+
+	// Rows must be sorted alphabetically by flag name.
+	names := make([]string, 0, len(rows))
+	for _, r := range rows {
+		names = append(names, r[0])
+	}
+	if names[0] > names[1] || names[1] > names[2] {
+		t.Errorf("rows not sorted: %v", names)
+	}
+}
+
+func TestCollectFlagRows_Shorthand(t *testing.T) {
+	fs := flag.NewFlagSet("test", flag.ContinueOnError)
+	fs.StringP("model", "m", "", "model name")
+
+	rows := collectFlagRows(fs)
+	if len(rows) != 1 {
+		t.Fatalf("expected 1 row, got %d", len(rows))
+	}
+	left := rows[0][0]
+	if !findSubstring(left, "-m") || !findSubstring(left, "--model") {
+		t.Errorf("expected shorthand and long form in %q", left)
+	}
+}
+
+func TestCollectFlagRows_HiddenFlagsExcluded(t *testing.T) {
+	fs := flag.NewFlagSet("test", flag.ContinueOnError)
+	fs.String("visible", "", "this shows up")
+	hidden := fs.String("hidden", "", "this should not show up")
+	_ = hidden
+	_ = fs.MarkHidden("hidden")
+
+	rows := collectFlagRows(fs)
+	if len(rows) != 1 {
+		t.Fatalf("expected 1 row (hidden excluded), got %d", len(rows))
+	}
+	if !findSubstring(rows[0][0], "visible") {
+		t.Errorf("expected visible flag in rows, got %q", rows[0][0])
+	}
+}
+
+func TestCollectFlagRows_UsageInRightColumn(t *testing.T) {
+	fs := flag.NewFlagSet("test", flag.ContinueOnError)
+	fs.String("format", "json", "output format: json or text")
+
+	rows := collectFlagRows(fs)
+	if len(rows) != 1 {
+		t.Fatalf("expected 1 row, got %d", len(rows))
+	}
+	if rows[0][1] != "output format: json or text" {
+		t.Errorf("expected usage in right column, got %q", rows[0][1])
+	}
+}
@@ -0,0 +1,298 @@
+package cliui
+
+import (
+	"fmt"
+	"sort"
+	"strings"
+
+	"github.com/charmbracelet/lipgloss"
+	"github.com/spf13/cobra"
+	flag "github.com/spf13/pflag"
+)
+
+// RenderCommandHelp builds Ruff-style sectioned, two-column help when
+// UseFancyLayout(); otherwise plain Cobra-style text.
+func RenderCommandHelp(c *cobra.Command) string {
+	if !UseFancyLayout() {
+		return plainCommandHelp(c)
+	}
+	syncFlags(c)
+
+	var b strings.Builder
+	head, sub := helpIntro(c)
+	if head != "" {
+		b.WriteString(helpIntroStyle().Render(head))
+		b.WriteString("\n")
+	}
+	if sub != "" {
+		b.WriteString(mutedStyle().Render(sub))
+		b.WriteString("\n")
+	}
+	if head != "" || sub != "" {
+		b.WriteString("\n")
+	}
+
+	inner := InnerWidth()
+	contentW := inner - 6
+	if contentW < 36 {
+		contentW = 36
+	}
+
+	// Usage
+	usageBody := bodyStyle().MaxWidth(contentW).Render(styleUsageTokens(c.UseLine()))
+	b.WriteString(sectionPanel("Usage", usageBody, inner))
+	b.WriteString("\n")
+
+	// Examples
+	if ex := strings.TrimSpace(c.Example); ex != "" {
+		exBody := bodyStyle().Width(contentW).Render(ex)
+		b.WriteString(sectionPanel("Examples", exBody, inner))
+		b.WriteString("\n")
+	}
+
+	// Subcommands
+	subs := visibleSubcommands(c)
+	if len(subs) > 0 {
+		rows := make([][2]string, 0, len(subs))
+		for _, sub := range subs {
+			left := sub.Name()
+			if a := sub.Aliases; len(a) > 0 {
+				left += " (" + strings.Join(a, ", ") + ")"
+			}
+			rows = append(rows, [2]string{left, sub.Short})
+		}
+		b.WriteString(sectionPanel("Commands", renderTwoColPairs(rows, contentW), inner))
+		b.WriteString("\n")
+	}
+
+	// Local options
+	local := c.LocalFlags()
+	opts := collectFlagRows(local)
+	if len(opts) > 0 {
+		title := "Options"
+		if !c.HasParent() {
+			title = "Flags"
+		}
+		b.WriteString(sectionPanel(title, renderTwoColPairs(opts, contentW), inner))
+		b.WriteString("\n")
+	}
+
+	// Global (inherited) options
+	if c.HasAvailableInheritedFlags() {
+		inh := collectFlagRows(c.InheritedFlags())
+		if len(inh) > 0 {
+			b.WriteString(sectionPanel("Global options", renderTwoColPairs(inh, contentW), inner))
+			b.WriteString("\n")
+		}
+	}
+
+	return b.String()
+}
+
+// RenderCommandQuickRef prints the same Usage / Flags / Global sections as help,
+// for embedding after errors (stderr). outerW is typically InnerStderrWidth().
+func RenderCommandQuickRef(c *cobra.Command, outerW int) string {
+	if c == nil || outerW < 40 {
+		return ""
+	}
+	syncFlags(c)
+	contentW := outerW - 6
+	if contentW < 36 {
+		contentW = 36
+	}
+	var b strings.Builder
+	usageBody := bodyStyle().MaxWidth(contentW).Render(styleUsageTokens(c.UseLine()))
+	b.WriteString(sectionPanel("Usage", usageBody, outerW))
+	b.WriteString("\n")
+	if len(c.Aliases) > 0 {
+		al := "Aliases: " + strings.Join(c.Aliases, ", ")
+		alBody := mutedStyle().MaxWidth(contentW).Render(al)
+		b.WriteString(sectionPanel("Aliases", alBody, outerW))
+		b.WriteString("\n")
+	}
+	opts := collectFlagRows(c.LocalFlags())
+	if len(opts) > 0 {
+		title := "Options"
+		if !c.HasParent() {
+			title = "Flags"
+		}
+		b.WriteString(sectionPanel(title, renderTwoColPairs(opts, contentW), outerW))
+		b.WriteString("\n")
+	}
+	if c.HasAvailableInheritedFlags() {
+		inh := collectFlagRows(c.InheritedFlags())
+		if len(inh) > 0 {
+			b.WriteString(sectionPanel("Global options", renderTwoColPairs(inh, contentW), outerW))
+			b.WriteString("\n")
+		}
+	}
+	return b.String()
+}
+
+func syncFlags(c *cobra.Command) {
+	_ = c.LocalFlags()
+	if c.HasAvailableInheritedFlags() {
+		_ = c.InheritedFlags()
+	}
+}
+
+func plainCommandHelp(c *cobra.Command) string {
+	desc := c.Long
+	if desc == "" {
+		desc = c.Short
+	}
+	desc = strings.TrimRight(desc, " \t\n\r")
+	var b strings.Builder
+	if desc != "" {
+		fmt.Fprintln(&b, desc)
+		fmt.Fprintln(&b)
+	}
+	if c.Runnable() || c.HasSubCommands() {
+		b.WriteString(c.UsageString())
+	}
+	return b.String()
+}
+
+func helpIntro(c *cobra.Command) (head, sub string) {
+	head = strings.TrimSpace(c.Short)
+	long := strings.TrimSpace(c.Long)
+	if long == "" || long == head {
+		return head, ""
+	}
+	lines := strings.Split(long, "\n")
+	var rest []string
+	for i, ln := range lines {
+		ln = strings.TrimSpace(ln)
+		if ln == "" {
+			continue
+		}
+		if i == 0 && ln == head {
+			continue
+		}
+		rest = append(rest, ln)
+	}
+	sub = strings.Join(rest, "\n")
+	return head, sub
+}
+
+func visibleSubcommands(c *cobra.Command) []*cobra.Command {
+	var out []*cobra.Command
+	for _, sub := range c.Commands() {
+		if sub.Hidden {
+			continue
+		}
+		out = append(out, sub)
+	}
+	sort.Slice(out, func(i, j int) bool { return out[i].Name() < out[j].Name() })
+	return out
+}
+
+func sectionPanel(title, body string, width int) string {
+	head := titleBarStyle().Render(title) + "\n\n"
+	return borderStyle().Width(width).Render(head + body)
+}
+
+// styleUsageTokens highlights PicoClaw-blue command tokens and red <placeholders>/[groups].
+func styleUsageTokens(s string) string {
+	var b strings.Builder
+	for len(s) > 0 {
+		ia := strings.Index(s, "<")
+		ib := strings.Index(s, "[")
+		next, kind := -1, 0 // 1 = angle, 2 = bracket
+		switch {
+		case ia >= 0 && (ib < 0 || ia < ib):
+			next, kind = ia, 1
+		case ib >= 0:
+			next, kind = ib, 2
+		}
+		if next < 0 {
+			b.WriteString(helpIdentStyle().Render(s))
+			break
+		}
+		if next > 0 {
+			b.WriteString(helpIdentStyle().Render(s[:next]))
+		}
+		s = s[next:]
+		if kind == 1 {
+			j := strings.Index(s, ">")
+			if j < 0 {
+				b.WriteString(helpIdentStyle().Render(s))
+				break
+			}
+			b.WriteString(helpPlaceholderStyle().Render(s[:j+1]))
+			s = s[j+1:]
+			continue
+		}
+		j := strings.Index(s, "]")
+		if j < 0 {
+			b.WriteString(helpIdentStyle().Render(s))
+			break
+		}
+		b.WriteString(helpPlaceholderStyle().Render(s[:j+1]))
+		s = s[j+1:]
+	}
+	return b.String()
+}
+
+func collectFlagRows(fs *flag.FlagSet) [][2]string {
+	var names []string
+	seen := map[string][2]string{}
+	fs.VisitAll(func(f *flag.Flag) {
+		if f.Hidden {
+			return
+		}
+		left := formatFlagLeft(f)
+		right := f.Usage
+		if f.Deprecated != "" {
+			right += " (deprecated: " + f.Deprecated + ")"
+		}
+		names = append(names, f.Name)
+		seen[f.Name] = [2]string{left, right}
+	})
+	sort.Strings(names)
+	rows := make([][2]string, 0, len(names))
+	for _, n := range names {
+		rows = append(rows, seen[n])
+	}
+	return rows
+}
+
+func formatFlagLeft(f *flag.Flag) string {
+	if len(f.Shorthand) > 0 {
+		return "-" + f.Shorthand + ", --" + f.Name
+	}
+	return "--" + f.Name
+}
+
+func renderTwoColPairs(rows [][2]string, contentW int) string {
+	if len(rows) == 0 {
+		return ""
+	}
+	leftW := 0
+	for _, r := range rows {
+		if w := lipgloss.Width(r[0]); w > leftW {
+			leftW = w
+		}
+	}
+	const minLeft, maxLeft = 16, 34
+	if leftW < minLeft {
+		leftW = minLeft
+	}
+	if leftW > maxLeft {
+		leftW = maxLeft
+	}
+	gap := "  "
+	rightW := contentW - leftW - lipgloss.Width(gap)
+	if rightW < 24 {
+		rightW = 24
+	}
+
+	var b strings.Builder
+	for _, r := range rows {
+		left := helpIdentStyle().Width(leftW).Align(lipgloss.Left).Render(r[0])
+		right := bodyStyle().Width(rightW).Render(strings.TrimSpace(r[1]))
+		b.WriteString(lipgloss.JoinHorizontal(lipgloss.Top, left, gap, right))
+		b.WriteString("\n")
+	}
+	return strings.TrimRight(b.String(), "\n")
+}
@@ -0,0 +1,75 @@
+package cliui
+
+import (
+	"strings"
+
+	"github.com/spf13/cobra"
+)
+
+// FormatCLIError formats errors with the same boxed sections as help. When ctx
+// is the command that was running when the error occurred, Usage / Flags panels
+// are appended so styling matches picoclaw -h.
+func FormatCLIError(msg string, ctx *cobra.Command) string {
+	msg = strings.TrimRight(msg, "\n")
+	if !UseFancyStderr() {
+		s := "Error: " + msg + "\n"
+		if ctx != nil && showErrHint(msg) {
+			s += "\n" + plainCommandHelp(ctx)
+		}
+		return s
+	}
+	w := InnerStderrWidth()
+	contentW := w - 6
+	if contentW < 36 {
+		contentW = 36
+	}
+
+	title := titleBarStyle().Render("Error") + "\n\n"
+
+	paras := strings.Split(msg, "\n")
+	var body strings.Builder
+	for i, p := range paras {
+		p = strings.TrimRight(p, " ")
+		if p == "" {
+			continue
+		}
+		st := bodyStyle().Width(contentW)
+		if i > 0 {
+			body.WriteString("\n")
+		}
+		if i == 0 {
+			body.WriteString(st.Render(p))
+		} else {
+			body.WriteString(mutedStyle().Width(contentW).Render(p))
+		}
+	}
+
+	foot := ""
+	if showErrHint(msg) {
+		if ctx != nil {
+			foot = "\n\n" + mutedStyle().Width(contentW).
+				Render("Full command help: "+ctx.CommandPath()+" --help")
+		} else {
+			foot = "\n\n" + mutedStyle().Width(contentW).
+				Render("Tip: picoclaw --help   ·   picoclaw <command> --help")
+		}
+	}
+
+	out := borderStyle().Width(w).Render(title+body.String()+foot) + "\n"
+	if ctx != nil && showErrHint(msg) {
+		if ref := RenderCommandQuickRef(ctx, w); ref != "" {
+			out += "\n" + ref
+		}
+	}
+	return out
+}
+
+func showErrHint(msg string) bool {
+	m := strings.ToLower(msg)
+	return strings.Contains(m, "unknown flag") ||
+		strings.Contains(m, "unknown shorthand flag") ||
+		strings.Contains(m, "flag needs an argument") ||
+		strings.Contains(m, "invalid argument") ||
+		strings.Contains(m, "required flag") ||
+		strings.Contains(m, "usage:")
+}
@@ -0,0 +1,110 @@
+package cliui
+
+import (
+	"fmt"
+	"strings"
+
+	"github.com/charmbracelet/lipgloss"
+)
+
+// PrintOnboardComplete prints the post-onboard “ready” message and next steps.
+func PrintOnboardComplete(logo string, encrypt bool, configPath string) {
+	if !UseFancyLayout() {
+		printOnboardPlain(logo, encrypt, configPath)
+		return
+	}
+	printOnboardFancy(logo, encrypt, configPath)
+}
+
+func printOnboardPlain(logo string, encrypt bool, configPath string) {
+	fmt.Printf("\n%s picoclaw is ready!\n", logo)
+	fmt.Println("\nNext steps:")
+	if encrypt {
+		fmt.Println("  1. Set your encryption passphrase before starting picoclaw:")
+		fmt.Println("       export PICOCLAW_KEY_PASSPHRASE=<your-passphrase>   # Linux/macOS")
+		fmt.Println("       set PICOCLAW_KEY_PASSPHRASE=<your-passphrase>      # Windows cmd")
+		fmt.Println("")
+		fmt.Println("  2. Add your API key to", configPath)
+	} else {
+		fmt.Println("  1. Add your API key to", configPath)
+	}
+	fmt.Println("")
+	fmt.Println("     Recommended:")
+	fmt.Println("     - OpenRouter: https://openrouter.ai/keys (access 100+ models)")
+	fmt.Println("     - Ollama:     https://ollama.com (local, free)")
+	fmt.Println("")
+	fmt.Println("     See README.md for 17+ supported providers.")
+	fmt.Println("")
+	if encrypt {
+		fmt.Println("  3. Chat: picoclaw agent -m \"Hello!\"")
+	} else {
+		fmt.Println("  2. Chat: picoclaw agent -m \"Hello!\"")
+	}
+}
+
+func printOnboardFancy(logo string, encrypt bool, configPath string) {
+	inner := InnerWidth()
+	box := borderStyle().MaxWidth(inner + 8)
+
+	ready := titleBarStyle().Render(logo+" picoclaw is ready!") + "\n"
+	fmt.Println()
+	fmt.Println(box.Width(inner).Render(strings.TrimSpace(ready)))
+	fmt.Println()
+
+	steps := buildOnboardingSteps(encrypt, configPath)
+	rec := recommendedBlock()
+	chat := chatStep(encrypt)
+
+	if UseColumnLayout() {
+		leftW := min(inner/2-2, 52)
+		rightW := inner - leftW - 4
+		if rightW < 36 {
+			rightW = 36
+		}
+		leftBlock := borderStyle().MaxWidth(leftW + 8).Width(leftW).
+			Render(titleBarStyle().Render("Next steps") + "\n\n" + bodyStyle().Width(leftW).Render(steps))
+		rightBlock := borderStyle().MaxWidth(rightW + 8).Width(rightW).
+			Render(mutedStyle().Bold(true).Render("Recommended") + "\n\n" + bodyStyle().Width(rightW).Render(rec))
+		gap := strings.Repeat(" ", 2)
+		fmt.Println(lipgloss.JoinHorizontal(lipgloss.Top, leftBlock, gap, rightBlock))
+		fmt.Println()
+		full := borderStyle().Width(inner).Render(bodyStyle().Width(inner - 4).Render(chat))
+		fmt.Println(full)
+		return
+	}
+
+	// Same order as plain output: numbered steps → recommended → chat line.
+	next := titleBarStyle().Render("Next steps") + "\n\n" +
+		bodyStyle().Width(inner-4).Render(steps+"\n\n"+rec+"\n\n"+chat)
+	fmt.Println(borderStyle().Width(inner).Render(next))
+}
+
+func buildOnboardingSteps(encrypt bool, configPath string) string {
+	var b strings.Builder
+	if encrypt {
+		b.WriteString("1. Set your encryption passphrase before starting picoclaw:\n")
+		b.WriteString("   export PICOCLAW_KEY_PASSPHRASE=<your-passphrase>   # Linux/macOS\n")
+		b.WriteString("   set PICOCLAW_KEY_PASSPHRASE=<your-passphrase>      # Windows cmd\n\n")
+		b.WriteString("2. Add your API key to\n   ")
+		b.WriteString(configPath)
+		b.WriteString("\n")
+	} else {
+		b.WriteString("1. Add your API key to\n   ")
+		b.WriteString(configPath)
+		b.WriteString("\n")
+	}
+	return b.String()
+}
+
+func recommendedBlock() string {
+	return "• OpenRouter: https://openrouter.ai/keys\n  (access 100+ models)\n\n" +
+		"• Ollama: https://ollama.com\n  (local, free)\n\n" +
+		"See README.md for 17+ supported providers."
+}
+
+func chatStep(encrypt bool) string {
+	if encrypt {
+		return "3. Chat:\n   picoclaw agent -m \"Hello!\""
+	}
+	return "2. Chat:\n   picoclaw agent -m \"Hello!\""
+}
@@ -0,0 +1,168 @@
+package cliui
+
+import (
+	"fmt"
+	"strings"
+
+	"github.com/charmbracelet/lipgloss"
+)
+
+// ProviderRow holds one provider's display name and status value.
+type ProviderRow struct {
+	Name string
+	Val  string
+}
+
+// StatusReport is a structured status view for PrintStatus.
+type StatusReport struct {
+	Logo          string
+	Version       string
+	Build         string
+	ConfigPath    string
+	ConfigOK      bool
+	WorkspacePath string
+	WorkspaceOK   bool
+	Model         string
+	Providers     []ProviderRow
+	OAuthLines    []string // each full line "provider (method): state"
+}
+
+// PrintStatus renders picoclaw status (plain or fancy).
+func PrintStatus(r StatusReport) {
+	if !UseFancyLayout() {
+		printStatusPlain(r)
+		return
+	}
+	printStatusFancy(r)
+}
+
+func printStatusPlain(r StatusReport) {
+	fmt.Printf("%s picoclaw Status\n", r.Logo)
+	fmt.Printf("Version: %s\n", r.Version)
+	if r.Build != "" {
+		fmt.Printf("Build: %s\n", r.Build)
+	}
+	fmt.Println()
+
+	printPathLine("Config", r.ConfigPath, r.ConfigOK)
+	printPathLine("Workspace", r.WorkspacePath, r.WorkspaceOK)
+
+	if r.ConfigOK {
+		fmt.Printf("Model: %s\n", r.Model)
+		for _, p := range r.Providers {
+			fmt.Printf("%s: %s\n", p.Name, p.Val)
+		}
+		if len(r.OAuthLines) > 0 {
+			fmt.Println("\nOAuth/Token Auth:")
+			for _, line := range r.OAuthLines {
+				fmt.Printf("  %s\n", line)
+			}
+		}
+	}
+}
+
+func printPathLine(label, path string, ok bool) {
+	mark := "✗"
+	if ok {
+		mark = "✓"
+	}
+	fmt.Println(label+":", path, mark)
+}
+
+func printStatusFancy(r StatusReport) {
+	inner := InnerWidth()
+	topBox := borderStyle().Width(inner)
+
+	var head strings.Builder
+	head.WriteString(titleBarStyle().Render(r.Logo + " picoclaw Status"))
+	head.WriteString("\n\n")
+	head.WriteString(kvKeyStyle().Render("Version") + "  " + kvValStyle().Render(r.Version))
+	if r.Build != "" {
+		head.WriteString("\n")
+		head.WriteString(kvKeyStyle().Render("Build") + "     " + kvValStyle().Render(r.Build))
+	}
+	fmt.Println(topBox.Render(head.String()))
+	fmt.Println()
+
+	if UseColumnLayout() && len(r.Providers) > 0 && r.ConfigOK {
+		leftW := (inner - 2) / 2
+		rightW := inner - leftW - 2
+		pathsNarrow := pathStatusPanel(r, leftW)
+		prov := providerTablePanel(r, rightW)
+		gap := strings.Repeat(" ", 2)
+		fmt.Println(lipgloss.JoinHorizontal(lipgloss.Top, pathsNarrow, gap, prov))
+	} else {
+		fmt.Println(pathStatusPanel(r, inner))
+		if len(r.Providers) > 0 && r.ConfigOK {
+			fmt.Println(providerTablePanel(r, inner))
+		}
+	}
+
+	if len(r.OAuthLines) > 0 && r.ConfigOK {
+		var ob strings.Builder
+		ob.WriteString(titleBarStyle().Render("OAuth / token auth") + "\n\n")
+		for _, line := range r.OAuthLines {
+			ob.WriteString("  • " + line + "\n")
+		}
+		fmt.Println()
+		fmt.Println(borderStyle().Width(inner).Render(ob.String()))
+	}
+}
+
+func pathStatusPanel(r StatusReport, inner int) string {
+	cfgMark := statusMark(r.ConfigOK)
+	wsMark := statusMark(r.WorkspaceOK)
+	var b strings.Builder
+	b.WriteString(kvKeyStyle().Render("Config") + "\n")
+	b.WriteString(mutedStyle().Render(r.ConfigPath))
+	b.WriteString(" " + cfgMark + "\n\n")
+	b.WriteString(kvKeyStyle().Render("Workspace") + "\n")
+	b.WriteString(mutedStyle().Render(r.WorkspacePath))
+	b.WriteString(" " + wsMark + "\n")
+	if r.ConfigOK {
+		b.WriteString("\n")
+		b.WriteString(kvKeyStyle().Render("Model") + "  " + kvValStyle().Render(r.Model))
+	}
+	return borderStyle().Width(inner).Render(b.String())
+}
+
+func statusMark(ok bool) string {
+	if ok {
+		return lipgloss.NewStyle().Foreground(colorOK).Render("✓")
+	}
+	return lipgloss.NewStyle().Foreground(accentRed).Render("✗")
+}
+
+func providerTablePanel(r StatusReport, colW int) string {
+	if len(r.Providers) == 0 {
+		return ""
+	}
+	keyW := min(22, colW/3)
+	if keyW < 14 {
+		keyW = 14
+	}
+	valW := colW - keyW - 3
+	if valW < 12 {
+		valW = 12
+	}
+
+	var b strings.Builder
+	b.WriteString(titleBarStyle().Render("Providers & local") + "\n\n")
+	for _, p := range r.Providers {
+		k := lipgloss.NewStyle().Foreground(accentBlue).Bold(true).Width(keyW).Render(p.Name)
+		v := styleProviderVal(p.Val).Width(valW).Render(p.Val)
+		b.WriteString(lipgloss.JoinHorizontal(lipgloss.Top, k, "  ", v))
+		b.WriteString("\n")
+	}
+	return borderStyle().Width(colW).Render(strings.TrimRight(b.String(), "\n"))
+}
+
+func styleProviderVal(s string) lipgloss.Style {
+	if s == "✓" || strings.HasPrefix(s, "✓ ") {
+		return lipgloss.NewStyle().Foreground(colorOK)
+	}
+	if s == "not set" {
+		return mutedStyle()
+	}
+	return lipgloss.NewStyle()
+}
@@ -0,0 +1,61 @@
+package cliui
+
+import (
+	"fmt"
+	"strings"
+
+	"github.com/charmbracelet/lipgloss"
+)
+
+// PrintVersion prints version, optional build info, and Go toolchain line.
+func PrintVersion(logo, versionLine string, build, goVer string) {
+	if !UseFancyLayout() {
+		fmt.Printf("%s %s\n", logo, versionLine)
+		if build != "" {
+			fmt.Printf("  Build: %s\n", build)
+		}
+		if goVer != "" {
+			fmt.Printf("  Go: %s\n", goVer)
+		}
+		return
+	}
+
+	inner := InnerWidth()
+	box := borderStyle().Width(inner)
+
+	if UseColumnLayout() {
+		leftCol := kvKeyStyle().Width(12).Align(lipgloss.Right)
+		rightW := inner - 16
+		rightStyle := kvValStyle().Width(rightW)
+
+		rows := [][]string{
+			{leftCol.Render("Version"), rightStyle.Render(versionLine)},
+		}
+		if build != "" {
+			rows = append(rows, []string{leftCol.Render("Build"), rightStyle.Render(build)})
+		}
+		if goVer != "" {
+			rows = append(rows, []string{leftCol.Render("Go"), rightStyle.Render(goVer)})
+		}
+		var body strings.Builder
+		for _, r := range rows {
+			body.WriteString(lipgloss.JoinHorizontal(lipgloss.Top, r[0], "  ", r[1]))
+			body.WriteString("\n")
+		}
+		header := titleBarStyle().Render(logo+" picoclaw") + "\n\n"
+		fmt.Println(box.Render(header + body.String()))
+		return
+	}
+
+	var lines []string
+	lines = append(lines, titleBarStyle().Render(logo+" picoclaw"))
+	lines = append(lines, "")
+	lines = append(lines, kvKeyStyle().Render("Version")+"  "+kvValStyle().Render(versionLine))
+	if build != "" {
+		lines = append(lines, kvKeyStyle().Render("Build")+"     "+kvValStyle().Render(build))
+	}
+	if goVer != "" {
+		lines = append(lines, kvKeyStyle().Render("Go")+"        "+kvValStyle().Render(goVer))
+	}
+	fmt.Println(box.Render(strings.Join(lines, "\n")))
+}
@@ -2,19 +2,34 @@ package gateway

 import (
 	"fmt"
+	"os"

 	"github.com/spf13/cobra"

 	"github.com/sipeed/picoclaw/cmd/picoclaw/internal"
+	"github.com/sipeed/picoclaw/pkg/config"
 	"github.com/sipeed/picoclaw/pkg/gateway"
 	"github.com/sipeed/picoclaw/pkg/logger"
+	"github.com/sipeed/picoclaw/pkg/netbind"
 	"github.com/sipeed/picoclaw/pkg/utils"
 )

+func resolveGatewayHostOverride(explicit bool, host string) (string, error) {
+	if !explicit {
+		return "", nil
+	}
+	normalized, err := netbind.NormalizeHostInput(host)
+	if err != nil {
+		return "", fmt.Errorf("invalid --host value: %w", err)
+	}
+	return normalized, nil
+}
+
 func NewGatewayCommand() *cobra.Command {
 	var debug bool
 	var noTruncate bool
 	var allowEmpty bool
+	var host string

 	cmd := &cobra.Command{
 		Use:     "gateway",
@@ -33,7 +48,25 @@ func NewGatewayCommand() *cobra.Command {

 			return nil
 		},
-		RunE: func(_ *cobra.Command, _ []string) error {
+		RunE: func(cmd *cobra.Command, _ []string) error {
+			resolvedHost, err := resolveGatewayHostOverride(cmd.Flags().Changed("host"), host)
+			if err != nil {
+				return err
+			}
+			if resolvedHost != "" {
+				prevHost, hadPrev := os.LookupEnv(config.EnvGatewayHost)
+				if err := os.Setenv(config.EnvGatewayHost, resolvedHost); err != nil {
+					return fmt.Errorf("failed to set %s: %w", config.EnvGatewayHost, err)
+				}
+				defer func() {
+					if hadPrev {
+						_ = os.Setenv(config.EnvGatewayHost, prevHost)
+						return
+					}
+					_ = os.Unsetenv(config.EnvGatewayHost)
+				}()
+			}
+
 			return gateway.Run(debug, internal.GetPicoclawHome(), internal.GetConfigPath(), allowEmpty)
 		},
 	}
@@ -47,6 +80,12 @@ func NewGatewayCommand() *cobra.Command {
 		false,
 		"Continue starting even when no default model is configured",
 	)
+	cmd.Flags().StringVar(
+		&host,
+		"host",
+		"",
+		"Host address for gateway binding (overrides gateway.host for this run)",
+	)

 	return cmd
 }
@@ -29,4 +29,38 @@ func TestNewGatewayCommand(t *testing.T) {
 	assert.True(t, cmd.HasFlags())
 	assert.NotNil(t, cmd.Flags().Lookup("debug"))
 	assert.NotNil(t, cmd.Flags().Lookup("allow-empty"))
+	assert.NotNil(t, cmd.Flags().Lookup("host"))
+}
+
+func TestResolveGatewayHostOverride(t *testing.T) {
+	tests := []struct {
+		name     string
+		explicit bool
+		host     string
+		wantHost string
+		wantErr  bool
+	}{
+		{name: "implicit empty host is allowed", explicit: false, host: "", wantHost: "", wantErr: false},
+		{name: "explicit empty host rejected", explicit: true, host: "   ", wantHost: "", wantErr: true},
+		{name: "explicit localhost kept", explicit: true, host: " localhost ", wantHost: "localhost", wantErr: false},
+		{
+			name:     "explicit multi host normalized",
+			explicit: true,
+			host:     " [::1] , 127.0.0.1 ",
+			wantHost: "::1,127.0.0.1",
+			wantErr:  false,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			got, err := resolveGatewayHostOverride(tt.explicit, tt.host)
+			if (err != nil) != tt.wantErr {
+				t.Fatalf("resolveGatewayHostOverride() err = %v, wantErr %t", err, tt.wantErr)
+			}
+			if got != tt.wantHost {
+				t.Fatalf("resolveGatewayHostOverride() host = %q, want %q", got, tt.wantHost)
+			}
+		})
+	}
 }
@@ -9,6 +9,7 @@ import (
 	"golang.org/x/term"

 	"github.com/sipeed/picoclaw/cmd/picoclaw/internal"
+	"github.com/sipeed/picoclaw/cmd/picoclaw/internal/cliui"
 	"github.com/sipeed/picoclaw/pkg/config"
 	"github.com/sipeed/picoclaw/pkg/credential"
 )
@@ -79,29 +80,7 @@ func onboard(encrypt bool) {
 	workspace := cfg.WorkspacePath()
 	createWorkspaceTemplates(workspace)

-	fmt.Printf("\n%s picoclaw is ready!\n", internal.Logo)
-	fmt.Println("\nNext steps:")
-	if encrypt {
-		fmt.Println("  1. Set your encryption passphrase before starting picoclaw:")
-		fmt.Println("       export PICOCLAW_KEY_PASSPHRASE=<your-passphrase>   # Linux/macOS")
-		fmt.Println("       set PICOCLAW_KEY_PASSPHRASE=<your-passphrase>      # Windows cmd")
-		fmt.Println("")
-		fmt.Println("  2. Add your API key to", configPath)
-	} else {
-		fmt.Println("  1. Add your API key to", configPath)
-	}
-	fmt.Println("")
-	fmt.Println("     Recommended:")
-	fmt.Println("     - OpenRouter: https://openrouter.ai/keys (access 100+ models)")
-	fmt.Println("     - Ollama:     https://ollama.com (local, free)")
-	fmt.Println("")
-	fmt.Println("     See README.md for 17+ supported providers.")
-	fmt.Println("")
-	if encrypt {
-		fmt.Println("  3. Chat: picoclaw agent -m \"Hello!\"")
-	} else {
-		fmt.Println("  2. Chat: picoclaw agent -m \"Hello!\"")
-	}
+	cliui.PrintOnboardComplete(internal.Logo, encrypt, configPath)
 }

 // promptPassphrase reads the encryption passphrase twice from the terminal
@@ -193,6 +172,9 @@ func copyEmbeddedToTarget(targetDir string) error {
 		if err != nil {
 			return fmt.Errorf("Failed to get relative path for %s: %v\n", path, err)
 		}
+		if new_path == "AGENTS.md" || new_path == "IDENTITY.md" {
+			return nil
+		}

 		// Build target file path
 		targetPath := filepath.Join(targetDir, new_path)
@@ -12,7 +12,6 @@ import (

 type deps struct {
 	workspace    string
-	installer    *skills.SkillInstaller
 	skillsLoader *skills.SkillsLoader
 }

@@ -29,15 +28,6 @@ func NewSkillsCommand() *cobra.Command {
 			}

 			d.workspace = cfg.WorkspacePath()
-			installer, err := skills.NewSkillInstaller(
-				d.workspace,
-				cfg.Tools.Skills.Github.Token.String(),
-				cfg.Tools.Skills.Github.Proxy,
-			)
-			if err != nil {
-				return fmt.Errorf("error creating skills installer: %w", err)
-			}
-			d.installer = installer

 			// get global config directory and builtin skills directory
 			globalDir := filepath.Dir(internal.GetConfigPath())
@@ -52,13 +42,6 @@ func NewSkillsCommand() *cobra.Command {
 		},
 	}

-	installerFn := func() (*skills.SkillInstaller, error) {
-		if d.installer == nil {
-			return nil, fmt.Errorf("skills installer is not initialized")
-		}
-		return d.installer, nil
-	}
-
 	loaderFn := func() (*skills.SkillsLoader, error) {
 		if d.skillsLoader == nil {
 			return nil, fmt.Errorf("skills loader is not initialized")
@@ -75,10 +58,10 @@ func NewSkillsCommand() *cobra.Command {

 	cmd.AddCommand(
 		newListCommand(loaderFn),
-		newInstallCommand(installerFn),
+		newInstallCommand(),
 		newInstallBuiltinCommand(workspaceFn),
 		newListBuiltinCommand(),
-		newRemoveCommand(installerFn),
+		newRemoveCommand(),
 		newSearchCommand(),
 		newShowCommand(loaderFn),
 	)
@@ -2,6 +2,7 @@ package skills

 import (
 	"context"
+	"encoding/json"
 	"fmt"
 	"io"
 	"os"
@@ -11,12 +12,23 @@ import (

 	"github.com/sipeed/picoclaw/cmd/picoclaw/internal"
 	"github.com/sipeed/picoclaw/pkg/config"
+	"github.com/sipeed/picoclaw/pkg/fileutil"
 	"github.com/sipeed/picoclaw/pkg/skills"
 	"github.com/sipeed/picoclaw/pkg/utils"
 )

 const skillsSearchMaxResults = 20

+type installedSkillOriginMeta struct {
+	Version          int    `json:"version"`
+	OriginKind       string `json:"origin_kind,omitempty"`
+	Registry         string `json:"registry,omitempty"`
+	Slug             string `json:"slug,omitempty"`
+	RegistryURL      string `json:"registry_url,omitempty"`
+	InstalledVersion string `json:"installed_version,omitempty"`
+	InstalledAt      int64  `json:"installed_at"`
+}
+
 func skillsListCmd(loader *skills.SkillsLoader) {
 	allSkills := loader.ListSkills()

@@ -35,61 +47,32 @@ func skillsListCmd(loader *skills.SkillsLoader) {
 	}
 }

-func skillsInstallCmd(installer *skills.SkillInstaller, repo string) error {
-	fmt.Printf("Installing skill from %s...\n", repo)
-
-	ctx, cancel := context.WithTimeout(context.Background(), 30*time.Second)
-	defer cancel()
-
-	if err := installer.InstallFromGitHub(ctx, repo); err != nil {
-		return fmt.Errorf("failed to install skill: %w", err)
-	}
-
-	fmt.Printf("\u2713 Skill '%s' installed successfully!\n", filepath.Base(repo))
-
-	return nil
-}
-
 // skillsInstallFromRegistry installs a skill from a named registry (e.g. clawhub).
-func skillsInstallFromRegistry(cfg *config.Config, registryName, slug string) error {
+func skillsInstallFromRegistry(cfg *config.Config, registryName, target string) error {
 	err := utils.ValidateSkillIdentifier(registryName)
 	if err != nil {
 		return fmt.Errorf("✗  invalid registry name: %w", err)
 	}

-	err = utils.ValidateSkillIdentifier(slug)
-	if err != nil {
-		return fmt.Errorf("✗  invalid slug: %w", err)
-	}
-
-	fmt.Printf("Installing skill '%s' from %s registry...\n", slug, registryName)
-
-	clawHubConfig := cfg.Tools.Skills.Registries.ClawHub
-	registryMgr := skills.NewRegistryManagerFromConfig(skills.RegistryConfig{
-		MaxConcurrentSearches: cfg.Tools.Skills.MaxConcurrentSearches,
-		ClawHub: skills.ClawHubConfig{
-			Enabled:         clawHubConfig.Enabled,
-			BaseURL:         clawHubConfig.BaseURL,
-			AuthToken:       clawHubConfig.AuthToken.String(),
-			SearchPath:      clawHubConfig.SearchPath,
-			SkillsPath:      clawHubConfig.SkillsPath,
-			DownloadPath:    clawHubConfig.DownloadPath,
-			Timeout:         clawHubConfig.Timeout,
-			MaxZipSize:      clawHubConfig.MaxZipSize,
-			MaxResponseSize: clawHubConfig.MaxResponseSize,
-		},
-	})
+	registryMgr := skills.NewRegistryManagerFromToolsConfig(cfg.Tools.Skills)

 	registry := registryMgr.GetRegistry(registryName)
 	if registry == nil {
 		return fmt.Errorf("✗  registry '%s' not found or not enabled. check your config.json.", registryName)
 	}

+	dirName, err := registry.ResolveInstallDirName(target)
+	if err != nil {
+		return fmt.Errorf("✗  invalid install target %q: %w", target, err)
+	}
+
+	fmt.Printf("Installing skill '%s' from %s registry...\n", target, registryName)
+
 	workspace := cfg.WorkspacePath()
-	targetDir := filepath.Join(workspace, "skills", slug)
+	targetDir := filepath.Join(workspace, "skills", dirName)

 	if _, err = os.Stat(targetDir); err == nil {
-		return fmt.Errorf("\u2717 skill '%s' already installed at %s", slug, targetDir)
+		return fmt.Errorf("\u2717 skill '%s' already installed at %s", dirName, targetDir)
 	}

 	ctx, cancel := context.WithTimeout(context.Background(), 60*time.Second)
@@ -99,7 +82,7 @@ func skillsInstallFromRegistry(cfg *config.Config, registryName, slug string) er
 		return fmt.Errorf("\u2717 failed to create skills directory: %v", err)
 	}

-	result, err := registry.DownloadAndInstall(ctx, slug, "", targetDir)
+	result, err := registry.DownloadAndInstall(ctx, target, "", targetDir)
 	if err != nil {
 		rmErr := os.RemoveAll(targetDir)
 		if rmErr != nil {
@@ -114,14 +97,34 @@ func skillsInstallFromRegistry(cfg *config.Config, registryName, slug string) er
 			fmt.Printf("\u2717 Failed to remove partial install: %v\n", rmErr)
 		}

-		return fmt.Errorf("\u2717 Skill '%s' is flagged as malicious and cannot be installed.\n", slug)
+		return fmt.Errorf("\u2717 Skill '%s' is flagged as malicious and cannot be installed.\n", target)
 	}

 	if result.IsSuspicious {
-		fmt.Printf("\u26a0\ufe0f  Warning: skill '%s' is flagged as suspicious.\n", slug)
+		fmt.Printf("\u26a0\ufe0f  Warning: skill '%s' is flagged as suspicious.\n", target)
 	}

-	fmt.Printf("\u2713 Skill '%s' v%s installed successfully!\n", slug, result.Version)
+	if !workspaceHasValidSkillDirectory(workspace, dirName) {
+		_ = os.RemoveAll(targetDir)
+		return fmt.Errorf("✗ failed to install skill: registry archive for %q is not a valid skill", target)
+	}
+
+	normalizedSlug, registryURL := skills.BuildInstallMetadataForRegistryInstance(registry, target, result.Version)
+	installedAt := time.Now().UnixMilli()
+	if err := writeInstalledSkillOriginMeta(targetDir, installedSkillOriginMeta{
+		Version:          1,
+		OriginKind:       "third_party",
+		Registry:         registry.Name(),
+		Slug:             normalizedSlug,
+		RegistryURL:      registryURL,
+		InstalledVersion: result.Version,
+		InstalledAt:      installedAt,
+	}); err != nil {
+		_ = os.RemoveAll(targetDir)
+		return fmt.Errorf("✗ failed to persist skill metadata: %w", err)
+	}
+
+	fmt.Printf("\u2713 Skill '%s' v%s installed successfully!\n", dirName, result.Version)
 	if result.Summary != "" {
 		fmt.Printf("  %s\n", result.Summary)
 	}
@@ -129,15 +132,51 @@ func skillsInstallFromRegistry(cfg *config.Config, registryName, slug string) er
 	return nil
 }

-func skillsRemoveCmd(installer *skills.SkillInstaller, skillName string) {
-	fmt.Printf("Removing skill '%s'...\n", skillName)
-
-	if err := installer.Uninstall(skillName); err != nil {
-		fmt.Printf("✗ Failed to remove skill: %v\n", err)
-		os.Exit(1)
+func writeInstalledSkillOriginMeta(targetDir string, meta installedSkillOriginMeta) error {
+	data, err := json.MarshalIndent(meta, "", "  ")
+	if err != nil {
+		return err
 	}
+	return fileutil.WriteFileAtomic(filepath.Join(targetDir, ".skill-origin.json"), data, 0o600)
+}

-	fmt.Printf("✓ Skill '%s' removed successfully!\n", skillName)
+func workspaceHasValidSkillDirectory(workspace, directory string) bool {
+	loader := skills.NewSkillsLoader(workspace, "", "")
+	for _, skill := range loader.ListSkills() {
+		if skill.Source != "workspace" {
+			continue
+		}
+		if filepath.Base(filepath.Dir(skill.Path)) == directory {
+			return true
+		}
+	}
+	return false
+}
+
+func skillsRemoveFromWorkspace(workspace string, toolsConfig config.SkillsToolsConfig, skillName string) error {
+	name := strings.TrimSpace(skillName)
+	name = strings.Trim(name, "/")
+	if name == "" {
+		return fmt.Errorf("skill name is required")
+	}
+	if strings.Contains(name, "/") {
+		dirName, err := skills.GitHubInstallDirNameFromToolsConfig(toolsConfig, name)
+		if err != nil || dirName == "" {
+			return fmt.Errorf("invalid skill name %q", skillName)
+		}
+		name = dirName
+	}
+	if name == "." || name == ".." {
+		return fmt.Errorf("invalid skill name %q", skillName)
+	}
+	skillDir := filepath.Join(workspace, "skills", name)
+	if _, err := os.Stat(skillDir); os.IsNotExist(err) {
+		return fmt.Errorf("skill '%s' not found", name)
+	}
+	if err := os.RemoveAll(skillDir); err != nil {
+		return fmt.Errorf("failed to remove skill '%s': %w", name, err)
+	}
+	return nil
 }

 func skillsInstallBuiltinCmd(workspace string) {
@@ -237,21 +276,7 @@ func skillsSearchCmd(query string) {
 		return
 	}

-	clawHubConfig := cfg.Tools.Skills.Registries.ClawHub
-	registryMgr := skills.NewRegistryManagerFromConfig(skills.RegistryConfig{
-		MaxConcurrentSearches: cfg.Tools.Skills.MaxConcurrentSearches,
-		ClawHub: skills.ClawHubConfig{
-			Enabled:         clawHubConfig.Enabled,
-			BaseURL:         clawHubConfig.BaseURL,
-			AuthToken:       clawHubConfig.AuthToken.String(),
-			SearchPath:      clawHubConfig.SearchPath,
-			SkillsPath:      clawHubConfig.SkillsPath,
-			DownloadPath:    clawHubConfig.DownloadPath,
-			Timeout:         clawHubConfig.Timeout,
-			MaxZipSize:      clawHubConfig.MaxZipSize,
-			MaxResponseSize: clawHubConfig.MaxResponseSize,
-		},
-	})
+	registryMgr := skills.NewRegistryManagerFromToolsConfig(cfg.Tools.Skills)

 	ctx, cancel := context.WithTimeout(context.Background(), 30*time.Second)
 	defer cancel()
@@ -0,0 +1,191 @@
+package skills
+
+import (
+	"encoding/json"
+	"net/http"
+	"net/http/httptest"
+	"os"
+	"path/filepath"
+	"testing"
+
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+
+	"github.com/sipeed/picoclaw/pkg/config"
+)
+
+func TestSkillsInstallFromRegistryWritesOriginMetadata(t *testing.T) {
+	workspace := t.TempDir()
+	cfg := config.DefaultConfig()
+	cfg.Agents.Defaults.Workspace = workspace
+
+	var server *httptest.Server
+	server = httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		switch r.URL.Path {
+		case "/api/v3/repos/foo/bar":
+			require.NoError(t, json.NewEncoder(w).Encode(map[string]any{"default_branch": "master"}))
+		case "/api/v3/repos/foo/bar/contents/.agents/skills/pr-review":
+			assert.Equal(t, "ref=master", r.URL.RawQuery)
+			require.NoError(t, json.NewEncoder(w).Encode([]map[string]any{{
+				"type":         "file",
+				"name":         "SKILL.md",
+				"download_url": server.URL + "/raw/foo/bar/master/.agents/skills/pr-review/SKILL.md",
+			}}))
+		case "/raw/foo/bar/master/.agents/skills/pr-review/SKILL.md":
+			_, _ = w.Write([]byte("---\nname: pr-review\ndescription: PR review skill\n---\n# PR Review\n"))
+		default:
+			http.NotFound(w, r)
+		}
+	}))
+	defer server.Close()
+
+	githubRegistry, ok := cfg.Tools.Skills.Registries.Get("github")
+	require.True(t, ok)
+	githubRegistry.BaseURL = server.URL
+	cfg.Tools.Skills.Registries.Set("github", githubRegistry)
+
+	target := server.URL + "/foo/bar/tree/master/.agents/skills/pr-review"
+	require.NoError(t, skillsInstallFromRegistry(cfg, "github", target))
+
+	metaPath := filepath.Join(workspace, "skills", "pr-review", ".skill-origin.json")
+	data, err := os.ReadFile(metaPath)
+	require.NoError(t, err)
+
+	var meta installedSkillOriginMeta
+	require.NoError(t, json.Unmarshal(data, &meta))
+	assert.Equal(t, "third_party", meta.OriginKind)
+	assert.Equal(t, "github", meta.Registry)
+	assert.Equal(t, "foo/bar/.agents/skills/pr-review", meta.Slug)
+	assert.Equal(t, server.URL+"/foo/bar/tree/master/.agents/skills/pr-review", meta.RegistryURL)
+	assert.Equal(t, "master", meta.InstalledVersion)
+	assert.NotZero(t, meta.InstalledAt)
+}
+
+func TestSkillsInstallFromRegistryRejectsInvalidSkillArchive(t *testing.T) {
+	workspace := t.TempDir()
+	cfg := config.DefaultConfig()
+	cfg.Agents.Defaults.Workspace = workspace
+
+	var server *httptest.Server
+	server = httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		switch r.URL.Path {
+		case "/api/v3/repos/foo/bar":
+			require.NoError(t, json.NewEncoder(w).Encode(map[string]any{"default_branch": "master"}))
+		case "/api/v3/repos/foo/bar/contents/.agents/skills/pr-review":
+			require.NoError(t, json.NewEncoder(w).Encode([]map[string]any{{
+				"type":         "file",
+				"name":         "SKILL.md",
+				"download_url": server.URL + "/raw/foo/bar/master/.agents/skills/pr-review/SKILL.md",
+			}}))
+		case "/raw/foo/bar/master/.agents/skills/pr-review/SKILL.md":
+			_, _ = w.Write([]byte("---\nname: bad_skill\ndescription: Invalid skill name\n---\n# Invalid\n"))
+		default:
+			http.NotFound(w, r)
+		}
+	}))
+	defer server.Close()
+
+	githubRegistry, ok := cfg.Tools.Skills.Registries.Get("github")
+	require.True(t, ok)
+	githubRegistry.BaseURL = server.URL
+	cfg.Tools.Skills.Registries.Set("github", githubRegistry)
+
+	target := server.URL + "/foo/bar/tree/master/.agents/skills/pr-review"
+	err := skillsInstallFromRegistry(cfg, "github", target)
+	require.Error(t, err)
+	assert.Contains(t, err.Error(), "is not a valid skill")
+	_, statErr := os.Stat(filepath.Join(workspace, "skills", "pr-review"))
+	assert.True(t, os.IsNotExist(statErr))
+}
+
+func TestSkillsRemoveFromWorkspaceRejectsDotTarget(t *testing.T) {
+	workspace := t.TempDir()
+	skillsDir := filepath.Join(workspace, "skills")
+	require.NoError(t, os.MkdirAll(skillsDir, 0o755))
+	require.NoError(t, os.WriteFile(filepath.Join(skillsDir, "keep.txt"), []byte("keep"), 0o644))
+
+	err := skillsRemoveFromWorkspace(workspace, config.DefaultConfig().Tools.Skills, ".")
+	require.Error(t, err)
+	assert.Contains(t, err.Error(), "invalid skill name")
+
+	_, statErr := os.Stat(skillsDir)
+	assert.NoError(t, statErr)
+	_, fileErr := os.Stat(filepath.Join(skillsDir, "keep.txt"))
+	assert.NoError(t, fileErr)
+}
+
+func TestSkillsRemoveFromWorkspaceUsesLastPathSegment(t *testing.T) {
+	workspace := t.TempDir()
+	targetDir := filepath.Join(workspace, "skills", "pr-review")
+	require.NoError(t, os.MkdirAll(targetDir, 0o755))
+
+	err := skillsRemoveFromWorkspace(
+		workspace,
+		config.DefaultConfig().Tools.Skills,
+		"https://github.com/foo/bar/tree/main/.agents/skills/pr-review",
+	)
+	require.NoError(t, err)
+
+	_, statErr := os.Stat(targetDir)
+	assert.True(t, os.IsNotExist(statErr))
+}
+
+func TestSkillsRemoveFromWorkspaceSupportsRepoRootGitHubBlobURL(t *testing.T) {
+	workspace := t.TempDir()
+	targetDir := filepath.Join(workspace, "skills", "bar")
+	require.NoError(t, os.MkdirAll(targetDir, 0o755))
+
+	err := skillsRemoveFromWorkspace(
+		workspace,
+		config.DefaultConfig().Tools.Skills,
+		"https://github.com/foo/bar/blob/feature/skills-registry/SKILL.md",
+	)
+	require.NoError(t, err)
+
+	_, statErr := os.Stat(targetDir)
+	assert.True(t, os.IsNotExist(statErr))
+}
+
+func TestSkillsRemoveFromWorkspaceSupportsGitHubEnterpriseURL(t *testing.T) {
+	workspace := t.TempDir()
+	targetDir := filepath.Join(workspace, "skills", "pr-review")
+	require.NoError(t, os.MkdirAll(targetDir, 0o755))
+
+	cfg := config.DefaultConfig()
+	githubRegistry, ok := cfg.Tools.Skills.Registries.Get("github")
+	require.True(t, ok)
+	githubRegistry.BaseURL = "https://ghe.example.com/git"
+	cfg.Tools.Skills.Registries.Set("github", githubRegistry)
+
+	err := skillsRemoveFromWorkspace(
+		workspace,
+		cfg.Tools.Skills,
+		"https://ghe.example.com/git/foo/bar/tree/main/.agents/skills/pr-review",
+	)
+	require.NoError(t, err)
+
+	_, statErr := os.Stat(targetDir)
+	assert.True(t, os.IsNotExist(statErr))
+}
+
+func TestSkillsRemoveFromWorkspaceDoesNotRequireEnabledGitHubRegistry(t *testing.T) {
+	workspace := t.TempDir()
+	targetDir := filepath.Join(workspace, "skills", "pr-review")
+	require.NoError(t, os.MkdirAll(targetDir, 0o755))
+
+	cfg := config.DefaultConfig()
+	githubRegistry, ok := cfg.Tools.Skills.Registries.Get("github")
+	require.True(t, ok)
+	githubRegistry.Enabled = false
+	cfg.Tools.Skills.Registries.Set("github", githubRegistry)
+
+	err := skillsRemoveFromWorkspace(
+		workspace,
+		cfg.Tools.Skills,
+		"https://github.com/foo/bar/tree/main/.agents/skills/pr-review",
+	)
+	require.NoError(t, err)
+
+	_, statErr := os.Stat(targetDir)
+	assert.True(t, os.IsNotExist(statErr))
+}
@@ -6,15 +6,14 @@ import (
 	"github.com/spf13/cobra"

 	"github.com/sipeed/picoclaw/cmd/picoclaw/internal"
-	"github.com/sipeed/picoclaw/pkg/skills"
 )

-func newInstallCommand(installerFn func() (*skills.SkillInstaller, error)) *cobra.Command {
+func newInstallCommand() *cobra.Command {
 	var registry string

 	cmd := &cobra.Command{
 		Use:   "install",
-		Short: "Install skill from GitHub",
+		Short: "Install skill from GitHub or a registry",
 		Example: `
 picoclaw skills install sipeed/picoclaw-skills/weather
 picoclaw skills install --registry clawhub github
@@ -34,21 +33,15 @@ picoclaw skills install --registry clawhub github
 			return nil
 		},
 		RunE: func(_ *cobra.Command, args []string) error {
-			installer, err := installerFn()
+			cfg, err := internal.LoadConfig()
 			if err != nil {
 				return err
 			}
-
 			if registry != "" {
-				cfg, err := internal.LoadConfig()
-				if err != nil {
-					return err
-				}
-
 				return skillsInstallFromRegistry(cfg, registry, args[0])
 			}

-			return skillsInstallCmd(installer, args[0])
+			return skillsInstallFromRegistry(cfg, "github", args[0])
 		},
 	}

@@ -8,12 +8,12 @@ import (
 )

 func TestNewInstallSubcommand(t *testing.T) {
-	cmd := newInstallCommand(nil)
+	cmd := newInstallCommand()

 	require.NotNil(t, cmd)

 	assert.Equal(t, "install", cmd.Use)
-	assert.Equal(t, "Install skill from GitHub", cmd.Short)
+	assert.Equal(t, "Install skill from GitHub or a registry", cmd.Short)

 	assert.Nil(t, cmd.Run)
 	assert.NotNil(t, cmd.RunE)
@@ -79,7 +79,7 @@ func TestInstallCommandArgs(t *testing.T) {

 	for _, tt := range tests {
 		t.Run(tt.name, func(t *testing.T) {
-			cmd := newInstallCommand(nil)
+			cmd := newInstallCommand()

 			if tt.registry != "" {
 				require.NoError(t, cmd.Flags().Set("registry", tt.registry))
@@ -3,10 +3,10 @@ package skills
 import (
 	"github.com/spf13/cobra"

-	"github.com/sipeed/picoclaw/pkg/skills"
+	"github.com/sipeed/picoclaw/cmd/picoclaw/internal"
 )

-func newRemoveCommand(installerFn func() (*skills.SkillInstaller, error)) *cobra.Command {
+func newRemoveCommand() *cobra.Command {
 	cmd := &cobra.Command{
 		Use:     "remove",
 		Aliases: []string{"rm", "uninstall"},
@@ -14,12 +14,11 @@ func newRemoveCommand(installerFn func() (*skills.SkillInstaller, error)) *cobra
 		Args:    cobra.ExactArgs(1),
 		Example: `picoclaw skills remove weather`,
 		RunE: func(_ *cobra.Command, args []string) error {
-			installer, err := installerFn()
+			cfg, err := internal.LoadConfig()
 			if err != nil {
 				return err
 			}
-			skillsRemoveCmd(installer, args[0])
-			return nil
+			return skillsRemoveFromWorkspace(cfg.WorkspacePath(), cfg.Tools.Skills, args[0])
 		},
 	}

@@ -8,7 +8,7 @@ import (
 )

 func TestNewRemoveSubcommand(t *testing.T) {
-	cmd := newRemoveCommand(nil)
+	cmd := newRemoveCommand()

 	require.NotNil(t, cmd)

@@ -3,8 +3,10 @@ package status
 import (
 	"fmt"
 	"os"
+	"strings"

 	"github.com/sipeed/picoclaw/cmd/picoclaw/internal"
+	"github.com/sipeed/picoclaw/cmd/picoclaw/internal/cliui"
 	"github.com/sipeed/picoclaw/pkg/auth"
 	"github.com/sipeed/picoclaw/pkg/config"
 )
@@ -17,43 +19,125 @@ func statusCmd() {
 	}

 	configPath := internal.GetConfigPath()
-
-	fmt.Printf("%s picoclaw Status\n", internal.Logo)
-	fmt.Printf("Version: %s\n", config.FormatVersion())
 	build, _ := config.FormatBuildInfo()
-	if build != "" {
-		fmt.Printf("Build: %s\n", build)
-	}
-	fmt.Println()

-	if _, err := os.Stat(configPath); err == nil {
-		fmt.Println("Config:", configPath, "✓")
-	} else {
-		fmt.Println("Config:", configPath, "✗")
-	}
+	_, configStatErr := os.Stat(configPath)
+	configOK := configStatErr == nil

 	workspace := cfg.WorkspacePath()
-	if _, err := os.Stat(workspace); err == nil {
-		fmt.Println("Workspace:", workspace, "✓")
-	} else {
-		fmt.Println("Workspace:", workspace, "✗")
+	_, wsErr := os.Stat(workspace)
+	wsOK := wsErr == nil
+
+	report := cliui.StatusReport{
+		Logo:          internal.Logo,
+		Version:       config.FormatVersion(),
+		Build:         build,
+		ConfigPath:    configPath,
+		ConfigOK:      configOK,
+		WorkspacePath: workspace,
+		WorkspaceOK:   wsOK,
+		Model:         cfg.Agents.Defaults.GetModelName(),
 	}

-	if _, err := os.Stat(configPath); err == nil {
-		fmt.Printf("Model: %s\n", cfg.Agents.Defaults.GetModelName())
+	if configOK {
+		// PicoClaw moved to a model-centric configuration (model_list). Status should
+		// not depend on a legacy cfg.Providers field (which may not exist under some
+		// build tags). We infer provider availability from model_list entries.
+		hasProtocolKey := func(protocol string) bool {
+			prefix := protocol + "/"
+			for _, m := range cfg.ModelList {
+				if m == nil {
+					continue
+				}
+				if strings.HasPrefix(m.Model, prefix) && m.APIKey() != "" {
+					return true
+				}
+			}
+			return false
+		}
+		findLocalModelBase := func(modelName string) (string, bool) {
+			for _, m := range cfg.ModelList {
+				if m == nil {
+					continue
+				}
+				if m.ModelName == modelName && m.APIBase != "" {
+					return m.APIBase, true
+				}
+			}
+			return "", false
+		}
+		findProtocolBase := func(protocol string) (string, bool) {
+			prefix := protocol + "/"
+			for _, m := range cfg.ModelList {
+				if m == nil {
+					continue
+				}
+				if strings.HasPrefix(m.Model, prefix) && m.APIBase != "" {
+					return m.APIBase, true
+				}
+			}
+			return "", false
+		}
+
+		hasOpenRouter := hasProtocolKey("openrouter")
+		hasAnthropic := hasProtocolKey("anthropic")
+		hasOpenAI := hasProtocolKey("openai")
+		hasGemini := hasProtocolKey("gemini")
+		hasZhipu := hasProtocolKey("zhipu")
+		hasQwen := hasProtocolKey("qwen")
+		hasGroq := hasProtocolKey("groq")
+		hasMoonshot := hasProtocolKey("moonshot")
+		hasDeepSeek := hasProtocolKey("deepseek")
+		hasVolcEngine := hasProtocolKey("volcengine")
+		hasNvidia := hasProtocolKey("nvidia")
+
+		// Local endpoints: allow both the special reserved name and protocol-based entries.
+		vllmBase, hasVLLM := findLocalModelBase("local-model")
+		if !hasVLLM {
+			vllmBase, hasVLLM = findProtocolBase("vllm")
+		}
+		ollamaBase, hasOllama := findProtocolBase("ollama")
+
+		val := func(enabled bool, extra ...string) string {
+			if enabled {
+				if len(extra) > 0 && extra[0] != "" {
+					return "✓ " + extra[0]
+				}
+				return "✓"
+			}
+			return "not set"
+		}
+
+		report.Providers = []cliui.ProviderRow{
+			{Name: "OpenRouter API", Val: val(hasOpenRouter)},
+			{Name: "Anthropic API", Val: val(hasAnthropic)},
+			{Name: "OpenAI API", Val: val(hasOpenAI)},
+			{Name: "Gemini API", Val: val(hasGemini)},
+			{Name: "Zhipu API", Val: val(hasZhipu)},
+			{Name: "Qwen API", Val: val(hasQwen)},
+			{Name: "Groq API", Val: val(hasGroq)},
+			{Name: "Moonshot API", Val: val(hasMoonshot)},
+			{Name: "DeepSeek API", Val: val(hasDeepSeek)},
+			{Name: "VolcEngine API", Val: val(hasVolcEngine)},
+			{Name: "Nvidia API", Val: val(hasNvidia)},
+			{Name: "vLLM / local", Val: val(hasVLLM, vllmBase)},
+			{Name: "Ollama", Val: val(hasOllama, ollamaBase)},
+		}

 		store, _ := auth.LoadStore()
 		if store != nil && len(store.Credentials) > 0 {
-			fmt.Println("\nOAuth/Token Auth:")
 			for provider, cred := range store.Credentials {
-				status := "authenticated"
+				st := "authenticated"
 				if cred.IsExpired() {
-					status = "expired"
+					st = "expired"
 				} else if cred.NeedsRefresh() {
-					status = "needs refresh"
+					st = "needs refresh"
 				}
-				fmt.Printf("  %s (%s): %s\n", provider, cred.AuthMethod, status)
+				report.OAuthLines = append(report.OAuthLines,
+					fmt.Sprintf("%s (%s): %s", provider, cred.AuthMethod, st))
 			}
 		}
 	}
+
+	cliui.PrintStatus(report)
 }
@@ -1,11 +1,10 @@
 package version

 import (
-	"fmt"
-
 	"github.com/spf13/cobra"

 	"github.com/sipeed/picoclaw/cmd/picoclaw/internal"
+	"github.com/sipeed/picoclaw/cmd/picoclaw/internal/cliui"
 	"github.com/sipeed/picoclaw/pkg/config"
 )

@@ -23,12 +22,6 @@ func NewVersionCommand() *cobra.Command {
 }

 func printVersion() {
-	fmt.Printf("%s picoclaw %s\n", internal.Logo, config.FormatVersion())
 	build, goVer := config.FormatBuildInfo()
-	if build != "" {
-		fmt.Printf("  Build: %s\n", build)
-	}
-	if goVer != "" {
-		fmt.Printf("  Go: %s\n", goVer)
-	}
+	cliui.PrintVersion(internal.Logo, "picoclaw "+config.FormatVersion(), build, goVer)
 }
@@ -16,6 +16,7 @@ import (
 	"github.com/sipeed/picoclaw/cmd/picoclaw/internal"
 	"github.com/sipeed/picoclaw/cmd/picoclaw/internal/agent"
 	"github.com/sipeed/picoclaw/cmd/picoclaw/internal/auth"
+	"github.com/sipeed/picoclaw/cmd/picoclaw/internal/cliui"
 	"github.com/sipeed/picoclaw/cmd/picoclaw/internal/cron"
 	"github.com/sipeed/picoclaw/cmd/picoclaw/internal/gateway"
 	"github.com/sipeed/picoclaw/cmd/picoclaw/internal/migrate"
@@ -28,15 +29,57 @@ import (
 	"github.com/sipeed/picoclaw/pkg/updater"
 )

+var rootNoColor bool
+
+func syncCliUIColor(root *cobra.Command) {
+	no, _ := root.PersistentFlags().GetBool("no-color")
+	cliui.Init(no || os.Getenv("NO_COLOR") != "" || os.Getenv("TERM") == "dumb")
+}
+
+// earlyColorDisabled matches lipgloss/banner behavior from env and argv before Cobra parses flags.
+func earlyColorDisabled() bool {
+	if os.Getenv("NO_COLOR") != "" || os.Getenv("TERM") == "dumb" {
+		return true
+	}
+	for i := 1; i < len(os.Args); i++ {
+		arg := os.Args[i]
+		if arg == "--no-color" || arg == "--no-color=true" || arg == "--no-color=1" {
+			return true
+		}
+	}
+	return false
+}
+
 func NewPicoclawCommand() *cobra.Command {
-	short := fmt.Sprintf("%s picoclaw - Personal AI Assistant %s\n\n", internal.Logo, config.GetVersion())
+	short := fmt.Sprintf("%s PicoClaw — personal AI assistant", internal.Logo)
+	long := fmt.Sprintf(`%s PicoClaw is a lightweight personal AI assistant.
+
+Version: %s`, internal.Logo, config.FormatVersion())

 	cmd := &cobra.Command{
-		Use:     "picoclaw",
-		Short:   short,
-		Example: "picoclaw version",
+		Use:   "picoclaw",
+		Short: short,
+		Long:  long,
+		Example: `picoclaw version
+picoclaw onboard
+picoclaw --no-color status`,
+		SilenceErrors: true,
+		// Avoid plain UsageString() on stderr/stdout when a command fails; cliui
+		// renders matching panels on stderr instead.
+		SilenceUsage: true,
+		PersistentPreRun: func(c *cobra.Command, _ []string) {
+			syncCliUIColor(c.Root())
+		},
 	}

+	cmd.PersistentFlags().BoolVar(&rootNoColor, "no-color", false,
+		"Disable colors (boxed layout unchanged)")
+
+	cmd.SetHelpFunc(func(c *cobra.Command, _ []string) {
+		syncCliUIColor(c.Root())
+		fmt.Fprint(c.OutOrStdout(), cliui.RenderCommandHelp(c))
+	})
+
 	cmd.AddCommand(
 		onboard.NewOnboardCommand(),
 		agent.NewAgentCommand(),
@@ -65,17 +108,31 @@ const (
 		colorBlue + "██║     ██║╚██████╗╚██████╔╝" + colorRed + "╚██████╗███████╗██║  ██║╚███╔███╔╝\n" +
 		colorBlue + "╚═╝     ╚═╝ ╚═════╝ ╚═════╝ " + colorRed + " ╚═════╝╚══════╝╚═╝  ╚═╝ ╚══╝╚══╝\n " +
 		"\033[0m\r\n"
+	plainBanner = "\r\n" +
+		"██████╗ ██╗ ██████╗ ██████╗  ██████╗██╗      █████╗ ██╗    ██╗\n" +
+		"██╔══██╗██║██╔════╝██╔═══██╗██╔════╝██║     ██╔══██╗██║    ██║\n" +
+		"██████╔╝██║██║     ██║   ██║██║     ██║     ███████║██║ █╗ ██║\n" +
+		"██╔═══╝ ██║██║     ██║   ██║██║     ██║     ██╔══██║██║███╗██║\n" +
+		"██║     ██║╚██████╗╚██████╔╝╚██████╗███████╗██║  ██║╚███╔███╔╝\n" +
+		"╚═╝     ╚═╝ ╚═════╝ ╚═════╝  ╚═════╝╚══════╝╚═╝  ╚═╝ ╚══╝╚══╝\n " +
+		"\r\n"
 )

 func main() {
-	fmt.Printf("%s", banner)
+	cliui.Init(earlyColorDisabled())

-	tz_env := os.Getenv("TZ")
-	if tz_env != "" {
-		fmt.Println("TZ environment:", tz_env)
-		zoneinfo_env := os.Getenv("ZONEINFO")
-		fmt.Println("ZONEINFO environment:", zoneinfo_env)
-		loc, err := time.LoadLocation(tz_env)
+	if earlyColorDisabled() {
+		fmt.Print(plainBanner)
+	} else {
+		fmt.Printf("%s", banner)
+	}
+
+	tzEnv := os.Getenv("TZ")
+	if tzEnv != "" {
+		fmt.Println("TZ environment:", tzEnv)
+		zoneinfoEnv := os.Getenv("ZONEINFO")
+		fmt.Println("ZONEINFO environment:", zoneinfoEnv)
+		loc, err := time.LoadLocation(tzEnv)
 		if err != nil {
 			fmt.Println("Error loading time zone:", err)
 		} else {
@@ -85,7 +142,10 @@ func main() {
 	}

 	cmd := NewPicoclawCommand()
-	if err := cmd.Execute(); err != nil {
+	last, err := cmd.ExecuteC()
+	if err != nil {
+		syncCliUIColor(cmd)
+		fmt.Fprint(os.Stderr, cliui.FormatCLIError(err.Error(), last))
 		os.Exit(1)
 	}
 }
@@ -3,6 +3,7 @@ package main
 import (
 	"fmt"
 	"slices"
+	"strings"
 	"testing"

 	"github.com/stretchr/testify/assert"
@@ -17,20 +18,22 @@ func TestNewPicoclawCommand(t *testing.T) {

 	require.NotNil(t, cmd)

-	short := fmt.Sprintf("%s picoclaw - Personal AI Assistant %s\n\n", internal.Logo, config.GetVersion())
+	short := fmt.Sprintf("%s PicoClaw — personal AI assistant", internal.Logo)
+	longHas := strings.Contains(cmd.Long, config.FormatVersion())

 	assert.Equal(t, "picoclaw", cmd.Use)
 	assert.Equal(t, short, cmd.Short)
+	assert.True(t, longHas)

 	assert.True(t, cmd.HasSubCommands())
 	assert.True(t, cmd.HasAvailableSubCommands())

-	assert.False(t, cmd.HasFlags())
+	assert.True(t, cmd.PersistentFlags().Lookup("no-color") != nil)

 	assert.Nil(t, cmd.Run)
 	assert.Nil(t, cmd.RunE)

-	assert.Nil(t, cmd.PersistentPreRun)
+	assert.NotNil(t, cmd.PersistentPreRun)
 	assert.Nil(t, cmd.PersistentPostRun)

 	allowedCommands := []string{
@@ -269,10 +269,15 @@
        "base_url": "",
        "max_results": 0
      },
-      "duckduckgo": {
+      "provider": "auto",
+      "sogou": {
        "enabled": true,
        "max_results": 5
      },
+      "duckduckgo": {
+        "enabled": false,
+        "max_results": 5
+      },
      "perplexity": {
        "enabled": false,
        "api_key": "pplx-xxx",
@@ -382,9 +387,16 @@
          "timeout": 0,
          "max_zip_size": 0,
          "max_response_size": 0
+        },
+        "github": {
+          "enabled": true,
+          "base_url": "https://github.com",
+          "auth_token": "",
+          "proxy": "http://127.0.0.1:7891"
        }
      },
      "github": {
+        "base_url": "https://github.com",
        "proxy": "http://127.0.0.1:7891",
        "token": ""
      },
@@ -465,7 +477,7 @@
  },
  "gateway": {
    "_comment": "Default log level is set to 'fatal'. Other available options are 'debug', 'info', 'warn' and 'error'.",
-    "host": "127.0.0.1",
+    "host": "localhost",
    "port": 18790,
    "hot_reload": false,
    "log_level": "fatal"
@@ -26,18 +26,9 @@ RUN apk add --no-cache ca-certificates tzdata curl
 HEALTHCHECK --interval=30s --timeout=3s --start-period=5s --retries=3 \
  CMD wget -q --spider http://localhost:18790/health || exit 1

-# Copy binary
+# Copy binary and first-run entrypoint (same as release image).
 COPY --from=builder /src/build/picoclaw /usr/local/bin/picoclaw
+COPY docker/entrypoint.sh /entrypoint.sh
+RUN chmod +x /entrypoint.sh

-# Create non-root user and group
-RUN addgroup -g 1000 picoclaw && \
-    adduser -D -u 1000 -G picoclaw picoclaw
-
-# Switch to non-root user
-USER picoclaw
-
-# Run onboard to create initial directories and config
-RUN /usr/local/bin/picoclaw onboard
-
-ENTRYPOINT ["picoclaw"]
-CMD ["gateway"]
+ENTRYPOINT ["/entrypoint.sh"]
@@ -48,20 +48,13 @@ HEALTHCHECK --interval=30s --timeout=3s --start-period=5s --retries=3 \
 # Copy binary
 COPY --from=builder /src/build/picoclaw /usr/local/bin/picoclaw

-# Reuse existing node user (UID/GID 1000) — rename to picoclaw
-RUN deluser node 2>/dev/null; delgroup node 2>/dev/null; \
-    addgroup -g 1000 picoclaw 2>/dev/null; \
-    adduser -D -u 1000 -G picoclaw -h /home/picoclaw picoclaw 2>/dev/null || true
-
-USER picoclaw
-
 # Run onboard to create initial directories and config
 RUN /usr/local/bin/picoclaw onboard

 # Copy default workspace
-COPY --chown=picoclaw:picoclaw workspace/ /home/picoclaw/.picoclaw/workspace/
+COPY workspace/ /root/.picoclaw/workspace/

-VOLUME /home/picoclaw/.picoclaw/workspace
+VOLUME /root/.picoclaw/workspace

 ENTRYPOINT ["picoclaw"]
 CMD ["gateway"]
@@ -8,9 +8,10 @@ DingTalk est la plateforme de communication d'entreprise d'Alibaba, très popula

 ```json
 {
-  "channels": {
+  "channel_list": {
    "dingtalk": {
      "enabled": true,
+      "type": "dingtalk",
      "client_id": "YOUR_CLIENT_ID",
      "client_secret": "YOUR_CLIENT_SECRET",
      "allow_from": []
@@ -8,9 +8,10 @@ DingTalkはアリババの企業向けコミュニケーションプラットフ

 ```json
 {
-  "channels": {
+  "channel_list": {
    "dingtalk": {
      "enabled": true,
+      "type": "dingtalk",
      "client_id": "YOUR_CLIENT_ID",
      "client_secret": "YOUR_CLIENT_SECRET",
      "allow_from": []
@@ -8,9 +8,10 @@ DingTalk is Alibaba's enterprise communication platform, widely used in Chinese

 ```json
 {
-  "channels": {
+  "channel_list": {
    "dingtalk": {
      "enabled": true,
+      "type": "dingtalk",
      "client_id": "YOUR_CLIENT_ID",
      "client_secret": "YOUR_CLIENT_SECRET",
      "allow_from": []
@@ -8,9 +8,10 @@ DingTalk é a plataforma de comunicação empresarial da Alibaba, amplamente uti

 ```json
 {
-  "channels": {
+  "channel_list": {
    "dingtalk": {
      "enabled": true,
+      "type": "dingtalk",
      "client_id": "YOUR_CLIENT_ID",
      "client_secret": "YOUR_CLIENT_SECRET",
      "allow_from": []
@@ -8,9 +8,10 @@ DingTalk là nền tảng giao tiếp doanh nghiệp của Alibaba, được s

 ```json
 {
-  "channels": {
+  "channel_list": {
    "dingtalk": {
      "enabled": true,
+      "type": "dingtalk",
      "client_id": "YOUR_CLIENT_ID",
      "client_secret": "YOUR_CLIENT_SECRET",
      "allow_from": []
@@ -8,9 +8,10 @@

 ```json
 {
-  "channels": {
+  "channel_list": {
    "dingtalk": {
      "enabled": true,
+      "type": "dingtalk",
      "client_id": "YOUR_CLIENT_ID",
      "client_secret": "YOUR_CLIENT_SECRET",
      "allow_from": []
@@ -8,9 +8,10 @@ Discord est une application gratuite de chat vocal, vidéo et textuel conçue po

 ```json
 {
-  "channels": {
+  "channel_list": {
    "discord": {
      "enabled": true,
+      "type": "discord",
      "token": "YOUR_BOT_TOKEN",
      "allow_from": ["YOUR_USER_ID"],
      "group_trigger": {
@@ -8,9 +8,10 @@ Discord はコミュニティ向けに設計された無料の音声・ビデオ

 ```json
 {
-  "channels": {
+  "channel_list": {
    "discord": {
      "enabled": true,
+      "type": "discord",
      "token": "YOUR_BOT_TOKEN",
      "allow_from": ["YOUR_USER_ID"],
      "group_trigger": {
@@ -8,9 +8,10 @@ Discord is a free voice, video, and text chat application designed for communiti

 ```json
 {
-  "channels": {
+  "channel_list": {
    "discord": {
      "enabled": true,
+      "type": "discord",
      "token": "YOUR_BOT_TOKEN",
      "allow_from": ["YOUR_USER_ID"],
      "group_trigger": {
@@ -8,9 +8,10 @@ Discord é um aplicativo gratuito de chat de voz, vídeo e texto projetado para

 ```json
 {
-  "channels": {
+  "channel_list": {
    "discord": {
      "enabled": true,
+      "type": "discord",
      "token": "YOUR_BOT_TOKEN",
      "allow_from": ["YOUR_USER_ID"],
      "group_trigger": {
@@ -8,9 +8,10 @@ Discord là ứng dụng chat thoại, video và văn bản miễn phí được

 ```json
 {
-  "channels": {
+  "channel_list": {
    "discord": {
      "enabled": true,
+      "type": "discord",
      "token": "YOUR_BOT_TOKEN",
      "allow_from": ["YOUR_USER_ID"],
      "group_trigger": {
@@ -8,9 +8,10 @@ Discord 是一个专为社区设计的免费语音、视频和文本聊天应用

 ```json
 {
-  "channels": {
+  "channel_list": {
    "discord": {
      "enabled": true,
+      "type": "discord",
      "token": "YOUR_BOT_TOKEN",
      "allow_from": ["YOUR_USER_ID"],
      "group_trigger": {
@@ -8,9 +8,10 @@ Feishu (nom international : Lark) est une plateforme de collaboration d'entrepri

 ```json
 {
-  "channels": {
+  "channel_list": {
    "feishu": {
      "enabled": true,
+      "type": "feishu",
      "app_id": "cli_xxx",
      "app_secret": "xxx",
      "encrypt_key": "",
@@ -8,9 +8,10 @@

 ```json
 {
-  "channels": {
+  "channel_list": {
    "feishu": {
      "enabled": true,
+      "type": "feishu",
      "app_id": "cli_xxx",
      "app_secret": "xxx",
      "encrypt_key": "",
@@ -8,9 +8,10 @@ Feishu (international name: Lark) is an enterprise collaboration platform by Byt

 ```json
 {
-  "channels": {
+  "channel_list": {
    "feishu": {
      "enabled": true,
+      "type": "feishu",
      "app_id": "cli_xxx",
      "app_secret": "xxx",
      "encrypt_key": "",
@@ -8,9 +8,10 @@ Feishu (nome internacional: Lark) é uma plataforma de colaboração empresarial

 ```json
 {
-  "channels": {
+  "channel_list": {
    "feishu": {
      "enabled": true,
+      "type": "feishu",
      "app_id": "cli_xxx",
      "app_secret": "xxx",
      "encrypt_key": "",
@@ -8,9 +8,10 @@ Feishu (tên quốc tế: Lark) là nền tảng cộng tác doanh nghiệp củ

 ```json
 {
-  "channels": {
+  "channel_list": {
    "feishu": {
      "enabled": true,
+      "type": "feishu",
      "app_id": "cli_xxx",
      "app_secret": "xxx",
      "encrypt_key": "",
@@ -8,9 +8,10 @@

 ```json
 {
-  "channels": {
+  "channel_list": {
    "feishu": {
      "enabled": true,
+      "type": "feishu",
      "app_id": "cli_xxx",
      "app_secret": "xxx",
      "encrypt_key": "",
@@ -8,9 +8,10 @@ PicoClaw prend en charge LINE via l'API LINE Messaging avec des callbacks webhoo

 ```json
 {
-  "channels": {
+  "channel_list": {
    "line": {
      "enabled": true,
+      "type": "line",
      "channel_secret": "YOUR_CHANNEL_SECRET",
      "channel_access_token": "YOUR_CHANNEL_ACCESS_TOKEN",
      "webhook_path": "/webhook/line",
@@ -8,9 +8,10 @@ PicoClaw は LINE Messaging API と Webhook コールバックを通じて LINE

 ```json
 {
-  "channels": {
+  "channel_list": {
    "line": {
      "enabled": true,
+      "type": "line",
      "channel_secret": "YOUR_CHANNEL_SECRET",
      "channel_access_token": "YOUR_CHANNEL_ACCESS_TOKEN",
      "webhook_path": "/webhook/line",
@@ -8,9 +8,10 @@ PicoClaw supports LINE through the LINE Messaging API with webhook callbacks.

 ```json
 {
-  "channels": {
+  "channel_list": {
    "line": {
      "enabled": true,
+      "type": "line",
      "channel_secret": "YOUR_CHANNEL_SECRET",
      "channel_access_token": "YOUR_CHANNEL_ACCESS_TOKEN",
      "webhook_path": "/webhook/line",
@@ -8,9 +8,10 @@ O PicoClaw suporta o LINE por meio da LINE Messaging API com callbacks de webhoo

 ```json
 {
-  "channels": {
+  "channel_list": {
    "line": {
      "enabled": true,
+      "type": "line",
      "channel_secret": "YOUR_CHANNEL_SECRET",
      "channel_access_token": "YOUR_CHANNEL_ACCESS_TOKEN",
      "webhook_path": "/webhook/line",
@@ -8,9 +8,10 @@ PicoClaw hỗ trợ LINE thông qua LINE Messaging API kết hợp với webhook

 ```json
 {
-  "channels": {
+  "channel_list": {
    "line": {
      "enabled": true,
+      "type": "line",
      "channel_secret": "YOUR_CHANNEL_SECRET",
      "channel_access_token": "YOUR_CHANNEL_ACCESS_TOKEN",
      "webhook_path": "/webhook/line",
@@ -8,9 +8,10 @@ PicoClaw 通过 LINE Messaging API 配合 Webhook 回调功能实现对 LINE 的

 ```json
 {
-  "channels": {
+  "channel_list": {
    "line": {
      "enabled": true,
+      "type": "line",
      "channel_secret": "YOUR_CHANNEL_SECRET",
      "channel_access_token": "YOUR_CHANNEL_ACCESS_TOKEN",
      "webhook_path": "/webhook/line",
@@ -8,9 +8,10 @@ MaixCam est un canal dédié à la connexion aux caméras AI Sipeed MaixCAM et M

 ```json
 {
-  "channels": {
+  "channel_list": {
    "maixcam": {
      "enabled": true,
+      "type": "maixcam",
      "host": "0.0.0.0",
      "port": 18790,
      "allow_from": []
@@ -8,9 +8,10 @@ MaixCam は、Sipeed MaixCAM および MaixCAM2 AI カメラデバイスへの

 ```json
 {
-  "channels": {
+  "channel_list": {
    "maixcam": {
      "enabled": true,
+      "type": "maixcam",
      "host": "0.0.0.0",
      "port": 18790,
      "allow_from": []
@@ -8,9 +8,10 @@ MaixCam is a dedicated channel for connecting to Sipeed MaixCAM and MaixCAM2 AI

 ```json
 {
-  "channels": {
+  "channel_list": {
    "maixcam": {
      "enabled": true,
+      "type": "maixcam",
      "host": "0.0.0.0",
      "port": 18790,
      "allow_from": []
@@ -8,9 +8,10 @@ MaixCam é um canal dedicado para conectar dispositivos de câmera AI Sipeed Mai

 ```json
 {
-  "channels": {
+  "channel_list": {
    "maixcam": {
      "enabled": true,
+      "type": "maixcam",
      "host": "0.0.0.0",
      "port": 18790,
      "allow_from": []
@@ -8,9 +8,10 @@ MaixCam là kênh chuyên dụng để kết nối với các thiết bị camer

 ```json
 {
-  "channels": {
+  "channel_list": {
    "maixcam": {
      "enabled": true,
+      "type": "maixcam",
      "host": "0.0.0.0",
      "port": 18790,
      "allow_from": []
@@ -8,9 +8,10 @@ MaixCam 是专用于连接矽速科技 MaixCAM 与 MaixCAM2 AI 摄像设备的

 ```json
 {
-  "channels": {
+  "channel_list": {
    "maixcam": {
      "enabled": true,
+      "type": "maixcam",
      "host": "0.0.0.0",
      "port": 18790,
      "allow_from": []
@@ -8,9 +8,10 @@ Ajoutez ceci à `config.json` :

 ```json
 {
-  "channels": {
+  "channel_list": {
    "matrix": {
      "enabled": true,
+      "type": "matrix",
      "homeserver": "https://matrix.org",
      "user_id": "@your-bot:matrix.org",
      "access_token": "YOUR_MATRIX_ACCESS_TOKEN",
@@ -8,9 +8,10 @@

 ```json
 {
-  "channels": {
+  "channel_list": {
    "matrix": {
      "enabled": true,
+      "type": "matrix",
      "homeserver": "https://matrix.org",
      "user_id": "@your-bot:matrix.org",
      "access_token": "YOUR_MATRIX_ACCESS_TOKEN",
@@ -8,9 +8,10 @@ Add this to `config.json`:

 ```json
 {
-  "channels": {
+  "channel_list": {
    "matrix": {
      "enabled": true,
+      "type": "matrix",
      "homeserver": "https://matrix.org",
      "user_id": "@your-bot:matrix.org",
      "access_token": "YOUR_MATRIX_ACCESS_TOKEN",
@@ -8,9 +8,10 @@ Adicione isto ao `config.json`:

 ```json
 {
-  "channels": {
+  "channel_list": {
    "matrix": {
      "enabled": true,
+      "type": "matrix",
      "homeserver": "https://matrix.org",
      "user_id": "@your-bot:matrix.org",
      "access_token": "YOUR_MATRIX_ACCESS_TOKEN",
@@ -8,9 +8,10 @@ Thêm vào `config.json`:

 ```json
 {
-  "channels": {
+  "channel_list": {
    "matrix": {
      "enabled": true,
+      "type": "matrix",
      "homeserver": "https://matrix.org",
      "user_id": "@your-bot:matrix.org",
      "access_token": "YOUR_MATRIX_ACCESS_TOKEN",
@@ -8,9 +8,10 @@

 ```json
 {
-  "channels": {
+  "channel_list": {
    "matrix": {
      "enabled": true,
+      "type": "matrix",
      "homeserver": "https://matrix.org",
      "user_id": "@your-bot:matrix.org",
      "access_token": "YOUR_MATRIX_ACCESS_TOKEN",
@@ -8,9 +8,10 @@ OneBot est un standard de protocole ouvert pour les bots QQ, fournissant une int

 ```json
 {
-  "channels": {
+  "channel_list": {
    "onebot": {
      "enabled": true,
+      "type": "onebot",
      "ws_url": "ws://localhost:8080",
      "access_token": "",
      "allow_from": []
@@ -8,9 +8,10 @@ OneBot は QQ ボット向けのオープンプロトコル標準で、複数の

 ```json
 {
-  "channels": {
+  "channel_list": {
    "onebot": {
      "enabled": true,
+      "type": "onebot",
      "ws_url": "ws://localhost:8080",
      "access_token": "",
      "allow_from": []
@@ -8,9 +8,10 @@ OneBot is an open protocol standard for QQ bots, providing a unified interface f

 ```json
 {
-  "channels": {
+  "channel_list": {
    "onebot": {
      "enabled": true,
+      "type": "onebot",
      "ws_url": "ws://localhost:8080",
      "access_token": "",
      "allow_from": []
@@ -8,9 +8,10 @@ OneBot é um padrão de protocolo aberto para bots QQ, fornecendo uma interface

 ```json
 {
-  "channels": {
+  "channel_list": {
    "onebot": {
      "enabled": true,
+      "type": "onebot",
      "ws_url": "ws://localhost:8080",
      "access_token": "",
      "allow_from": []
@@ -8,9 +8,10 @@ OneBot là tiêu chuẩn giao thức mở dành cho bot QQ, cung cấp giao di

 ```json
 {
-  "channels": {
+  "channel_list": {
    "onebot": {
      "enabled": true,
+      "type": "onebot",
      "ws_url": "ws://localhost:8080",
      "access_token": "",
      "allow_from": []
@@ -8,9 +8,10 @@ OneBot 是一个面向 QQ 机器人的开放协议标准，为多种 QQ 机器

 ```json
 {
-  "channels": {
+  "channel_list": {
    "onebot": {
      "enabled": true,
+      "type": "onebot",
      "ws_url": "ws://localhost:8080",
      "access_token": "",
      "allow_from": []
@@ -8,9 +8,10 @@ PicoClaw prend en charge QQ via l'API Bot officielle de la plateforme ouverte QQ

 ```json
 {
-  "channels": {
+  "channel_list": {
    "qq": {
      "enabled": true,
+      "type": "qq",
      "app_id": "YOUR_APP_ID",
      "app_secret": "YOUR_APP_SECRET",
      "allow_from": []
@@ -8,9 +8,10 @@ PicoClaw は QQ オープンプラットフォームの公式 Bot API を通じ

 ```json
 {
-  "channels": {
+  "channel_list": {
    "qq": {
      "enabled": true,
+      "type": "qq",
      "app_id": "YOUR_APP_ID",
      "app_secret": "YOUR_APP_SECRET",
      "allow_from": []
@@ -8,9 +8,10 @@ PicoClaw provides QQ support via the official Bot API from the QQ Open Platform.

 ```json
 {
-  "channels": {
+  "channel_list": {
    "qq": {
      "enabled": true,
+      "type": "qq",
      "app_id": "YOUR_APP_ID",
      "app_secret": "YOUR_APP_SECRET",
      "allow_from": []
@@ -8,9 +8,10 @@ O PicoClaw oferece suporte ao QQ via API Bot oficial da Plataforma Aberta QQ.

 ```json
 {
-  "channels": {
+  "channel_list": {
    "qq": {
      "enabled": true,
+      "type": "qq",
      "app_id": "YOUR_APP_ID",
      "app_secret": "YOUR_APP_SECRET",
      "allow_from": []
@@ -8,9 +8,10 @@ PicoClaw hỗ trợ QQ thông qua API Bot chính thức của Nền tảng Mở

 ```json
 {
-  "channels": {
+  "channel_list": {
    "qq": {
      "enabled": true,
+      "type": "qq",
      "app_id": "YOUR_APP_ID",
      "app_secret": "YOUR_APP_SECRET",
      "allow_from": []
@@ -8,9 +8,10 @@ PicoClaw 通过 QQ 开放平台的官方机器人 API 提供对 QQ 的支持。

 ```json
 {
-  "channels": {
+  "channel_list": {
    "qq": {
      "enabled": true,
+      "type": "qq",
      "app_id": "YOUR_APP_ID",
      "app_secret": "YOUR_APP_SECRET",
      "allow_from": [],
--- a/Show More
+++ b/Show More