diff --git a/.gitignore b/.gitignore
index 3527450a0..5cb30e6b3 100644
--- a/.gitignore
+++ b/.gitignore
@@ -19,6 +19,7 @@
 # Step 3: Allow cli-anything-plugin entirely
 !/cli-anything-plugin/
 !/codex-skill/
+!/openclaw-skill/
 
 # Step 4: Allow each software dir (top level only)
 !/gimp/
diff --git a/README.md b/README.md
index c2bd6fa7a..93b4e3d7c 100644
--- a/README.md
+++ b/README.md
@@ -56,7 +56,7 @@ CLI is the universal interface for both humans and AI agents:
 
 - **Python 3.10+**
 - Target software installed (e.g., GIMP, Blender, LibreOffice, or your own application)
-- A supported AI coding agent: [Claude Code](#-claude-code) | [OpenCode](#-opencode) | [Codex](#-codex) | [Qodercli](#-qodercli) | [More Platforms](#-more-platforms-coming-soon)
+- A supported AI coding agent: [Claude Code](#-claude-code) | [OpenClaw](#-openclaw) | [OpenCode](#-opencode) | [Codex](#-codex) | [Qodercli](#-qodercli) | [More Platforms](#-more-platforms-coming-soon)
 
 ### Pick Your Platform
 
@@ -211,6 +211,33 @@ This registers the cli-anything plugin in `~/.qoder.json`. Start a new Qodercli
 
 <details>
 
+<summary><h4 id="-openclaw">⚡ OpenClaw</h4></summary>
+
+**Step 1: Install the Skill**
+
+CLI-Anything provides a native OpenClaw `SKILL.md` file. Copy it to your OpenClaw skills directory:
+
+```bash
+# Clone the repo
+git clone https://github.com/HKUDS/CLI-Anything.git
+
+# Install to the global skills folder
+mkdir -p ~/.openclaw/skills/cli-anything
+cp CLI-Anything/openclaw-skill/SKILL.md ~/.openclaw/skills/cli-anything/SKILL.md
+```
+
+**Step 2: Build a CLI**
+
+Now you can invoke the skill inside OpenClaw:
+
+`@cli-anything build a CLI for ./gimp`
+
+The skill follows the same 7-phase methodology as Claude Code and OpenCode.
+
+</details>
+
+<details>
+
 <summary><h4 id="-codex">⚡ Codex <sup><code>Experimental</code></sup> <sup><code>Community</code></sup></h4></summary>
 
 **Step 1: Install the Skill**
diff --git a/README_CN.md b/README_CN.md
index 5a1b9a20a..655521c37 100644
--- a/README_CN.md
+++ b/README_CN.md
@@ -56,7 +56,7 @@ CLI 是人类和 AI Agent 共通的万能接口：
 
 - **Python 3.10+**
 - 目标软件已安装（如 GIMP、Blender、LibreOffice 或你自己的应用）
-- 支持的 AI 编程工具之一：[Claude Code](#-claude-code) | [OpenCode](#-opencode) | [Codex](#-codex) | [Qodercli](#-qodercli) | [更多平台](#-更多平台即将支持)
+- 支持的 AI 编程工具之一：[Claude Code](#-claude-code) | [OpenClaw](#-openclaw) | [OpenCode](#-opencode) | [Codex](#-codex) | [Qodercli](#-qodercli) | [更多平台](#-更多平台即将支持)
 
 ### 选择你的平台
 
@@ -151,12 +151,12 @@ cp -r CLI-Anything/cli-anything-plugin ~/.claude/plugins/cli-anything
 git clone https://github.com/HKUDS/CLI-Anything.git
 
 # 全局安装（所有项目可用）
-cp CLI-Anything/opencode-commands/*.md ~/.config/opencode/commands/
-cp CLI-Anything/cli-anything-plugin/HARNESS.md ~/.config/opencode/commands/
+cp CLI-Anything/opencode-commands/*.md ~/.config/opencode/command/
+cp CLI-Anything/cli-anything-plugin/HARNESS.md ~/.config/opencode/command/
 
 # 或项目级安装
-cp CLI-Anything/opencode-commands/*.md .opencode/commands/
-cp CLI-Anything/cli-anything-plugin/HARNESS.md .opencode/commands/
+cp CLI-Anything/opencode-commands/*.md .opencode/command/
+cp CLI-Anything/cli-anything-plugin/HARNESS.md .opencode/command/
 ```
 
 > **注意：** `HARNESS.md` 是所有命令引用的方法论规范，必须和命令文件放在同一目录下。
@@ -211,6 +211,33 @@ bash CLI-Anything/qoder-plugin/setup-qodercli.sh
 
 <details>
 
+<summary><h4 id="-openclaw">⚡ OpenClaw</h4></summary>
+
+**第一步：安装 Skill**
+
+CLI-Anything 提供了原生的 OpenClaw `SKILL.md` 文件。请将其复制到你的 OpenClaw 技能目录：
+
+```bash
+# Clone the repo
+git clone https://github.com/HKUDS/CLI-Anything.git
+
+# Install to the global skills folder
+mkdir -p ~/.openclaw/skills/cli-anything
+cp CLI-Anything/openclaw-skill/SKILL.md ~/.openclaw/skills/cli-anything/SKILL.md
+```
+
+**第二步：构建 CLI**
+
+安装完成后，你就可以在 OpenClaw 中直接调用：
+
+`@cli-anything build a CLI for ./gimp`
+
+该技能采用了与 Claude Code 和 OpenCode 一致的 7 步构建流程。
+
+</details>
+
+<details>
+
 <summary><h4 id="-codex">⚡ Codex <sup><code>实验性</code></sup> <sup><code>社区贡献</code></sup></h4></summary>
 
 **第一步：安装 Skill**
@@ -751,8 +778,8 @@ git clone https://github.com/HKUDS/CLI-Anything.git
 
 # 请确保使用最新 OpenCode，旧版本可能使用不同的命令目录路径
 # 复制命令和 HARNESS.md 到 OpenCode 命令目录
-cp CLI-Anything/opencode-commands/*.md ~/.config/opencode/commands/
-cp CLI-Anything/cli-anything-plugin/HARNESS.md ~/.config/opencode/commands/
+cp CLI-Anything/opencode-commands/*.md ~/.config/opencode/command/
+cp CLI-Anything/cli-anything-plugin/HARNESS.md ~/.config/opencode/command/
 
 # 为任何有代码库的软件生成 CLI
 /cli-anything <软件路径或仓库>
diff --git a/README_JA.md b/README_JA.md
index 277055f67..d36680dce 100644
--- a/README_JA.md
+++ b/README_JA.md
@@ -56,7 +56,7 @@ CLIは人間とAIエージェント両方にとって普遍的なインターフ
 
 - **Python 3.10+**
 - 対象ソフトウェアがインストール済みであること（例：GIMP、Blender、LibreOffice、または独自のアプリケーション）
-- サポートされているAIコーディングエージェント: [Claude Code](#-claude-code) | [OpenCode](#-opencode) | [Codex](#-codex) | [Qodercli](#-qodercli) | [その他のプラットフォーム](#-その他のプラットフォーム近日公開)
+- サポートされているAIコーディングエージェント: [Claude Code](#-claude-code) | [OpenClaw](#-openclaw) | [OpenCode](#-opencode) | [Codex](#-codex) | [Qodercli](#-qodercli) | [その他のプラットフォーム](#-その他のプラットフォーム近日公開)
 
 ### プラットフォームを選択
 
@@ -146,12 +146,12 @@ CLI-Anythingのコマンド**と** `HARNESS.md` をOpenCodeのコマンドディ
 git clone https://github.com/HKUDS/CLI-Anything.git
 
 # グローバルインストール（すべてのプロジェクトで利用可能）
-cp CLI-Anything/opencode-commands/*.md ~/.config/opencode/commands/
-cp CLI-Anything/cli-anything-plugin/HARNESS.md ~/.config/opencode/commands/
+cp CLI-Anything/opencode-commands/*.md ~/.config/opencode/command/
+cp CLI-Anything/cli-anything-plugin/HARNESS.md ~/.config/opencode/command/
 
 # またはプロジェクトレベルのインストール
-cp CLI-Anything/opencode-commands/*.md .opencode/commands/
-cp CLI-Anything/cli-anything-plugin/HARNESS.md .opencode/commands/
+cp CLI-Anything/opencode-commands/*.md .opencode/command/
+cp CLI-Anything/cli-anything-plugin/HARNESS.md .opencode/command/
 ```
 
 > **注:** `HARNESS.md`はすべてのコマンドが参照する方法論の仕様書です。コマンドと同じディレクトリに配置する必要があります。
@@ -206,6 +206,33 @@ bash CLI-Anything/qoder-plugin/setup-qodercli.sh
 
 <details>
 
+<summary><h4 id="-openclaw">⚡ OpenClaw</h4></summary>
+
+**ステップ1: スキルのインストール**
+
+CLI-Anything はネイティブな OpenClaw `SKILL.md` ファイルを提供しています。OpenClaw のスキルディレクトリにコピーしてください：
+
+```bash
+# リポジトリをクローン
+git clone https://github.com/HKUDS/CLI-Anything.git
+
+# グローバルスキルフォルダにインストール
+mkdir -p ~/.openclaw/skills/cli-anything
+cp CLI-Anything/openclaw-skill/SKILL.md ~/.openclaw/skills/cli-anything/SKILL.md
+```
+
+**ステップ2: CLIの構築**
+
+インストール後、OpenClaw 内で以下のようにスキルを呼び出せます：
+
+`@cli-anything build a CLI for ./gimp`
+
+このスキルは Claude Code や OpenCode と同じ7段階の方法論に従っています。
+
+</details>
+
+<details>
+
 <summary><h4 id="-codex">⚡ Codex <sup><code>実験的</code></sup> <sup><code>コミュニティ</code></sup></h4></summary>
 
 **ステップ1: スキルのインストール**
diff --git a/openclaw-skill/SKILL.md b/openclaw-skill/SKILL.md
new file mode 100644
index 000000000..30051eb7f
--- /dev/null
+++ b/openclaw-skill/SKILL.md
@@ -0,0 +1,110 @@
+---
+name: cli-anything
+description: Use when the user wants OpenClaw to build, refine, test, or validate a CLI-Anything harness for a GUI application or source repository. Adapts the CLI-Anything methodology to OpenClaw without changing the generated Python harness format.
+---
+
+# CLI-Anything for OpenClaw
+
+Use this skill when the user wants OpenClaw to act like the `CLI-Anything` builder.
+
+If this skill is being used from inside the `CLI-Anything` repository, read `../cli-anything-plugin/HARNESS.md` before implementation. That file is the full methodology source of truth. If it is not available, follow the condensed rules below.
+
+## Inputs
+
+Accept either:
+
+- A local source path such as `./gimp` or `/path/to/software`
+- A GitHub repository URL
+
+Derive the software name from the local directory name after cloning if needed.
+
+## Modes
+
+### Build
+
+Use when the user wants a new harness.
+
+Produce this structure:
+
+```text
+<software>/
+└── agent-harness/
+    ├── <SOFTWARE>.md
+    ├── setup.py
+    └── cli_anything/
+        └── <software>/
+            ├── README.md
+            ├── __init__.py
+            ├── __main__.py
+            ├── <software>_cli.py
+            ├── core/
+            ├── utils/
+            └── tests/
+```
+
+Implement a stateful Click CLI with:
+
+- one-shot subcommands
+- REPL mode as the default when no subcommand is given
+- `--json` machine-readable output
+- session state with undo/redo where the target software supports it
+
+### Refine
+
+Use when the harness already exists.
+
+First inventory current commands and tests, then do gap analysis against the target software. Prefer:
+
+- high-impact missing features
+- easy wrappers around existing backend APIs or CLIs
+- additions that compose well with existing commands
+
+Do not remove existing commands unless the user explicitly asks for a breaking change.
+
+### Test
+
+Plan tests before writing them. Keep both:
+
+- `test_core.py` for unit coverage
+- `test_full_e2e.py` for workflow and backend validation
+
+When possible, test the installed command via subprocess using `cli-anything-<software>` rather than only module imports.
+
+### Validate
+
+Check that the harness:
+
+- uses the `cli_anything.<software>` namespace package layout
+- has an installable `setup.py` entry point
+- supports JSON output
+- has a REPL default path
+- documents usage and tests
+
+## Backend Rules
+
+Prefer the real software backend over reimplementation. Wrap the actual executable or scripting interface in `utils/<software>_backend.py` when possible. Use synthetic reimplementation only when the project explicitly requires it or no viable native backend exists.
+
+## Packaging Rules
+
+- Use `find_namespace_packages(include=["cli_anything.*"])`
+- Keep `cli_anything/` as a namespace package without a top-level `__init__.py`
+- Expose `cli-anything-<software>` through `console_scripts`
+
+## Workflow
+
+1. Acquire the source tree locally.
+2. Analyze architecture, data model, existing CLIs, and GUI-to-API mappings.
+3. Design command groups and state model.
+4. Implement the harness.
+5. Write `TEST.md`, then tests, then run them.
+6. Update README usage docs.
+7. Verify local installation with `pip install -e .`
+
+## Output Expectations
+
+When reporting progress or final results, include:
+
+- target software and source path
+- files added or changed
+- validation commands run
+- open risks or backend limitations