diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml
index b3eaf484..2bf7d5c1 100644
--- a/.github/workflows/main.yml
+++ b/.github/workflows/main.yml
@@ -106,7 +106,7 @@ jobs:
     secrets: inherit
 
   checks-passed:
-    if: ${{ !startsWith(github.ref, 'refs/tags/') }}
+    if: ${{ always() && !startsWith(github.ref, 'refs/tags/') }}
     needs:
       - format
       - deploy
@@ -119,4 +119,5 @@ jobs:
       - name: Check results
         uses: re-actors/alls-green@release/v1
         with:
+          allowed-skips: format,deploy,clice,vscode,cmake,xmake
           jobs: ${{ toJSON(needs) }}
diff --git a/docs/en/dev/build.md b/docs/en/dev/build.md
index 3856c981..ba1a037e 100644
--- a/docs/en/dev/build.md
+++ b/docs/en/dev/build.md
@@ -1,12 +1,12 @@
 # Build from Source
 
-clice depends on C++23 features and requires a modern C++ toolchain. We also need to link against LLVM/Clang to parse ASTs. To speed up builds, the default configuration downloads our published [clice-llvm](https://github.com/clice-io/clice-llvm) prebuilt package. This assumes your local environment matches the prebuild environment closely (especially when enabling Address Sanitizer or LTO).
+clice depends on C++23 features and requires a modern C++ toolchain. We also need to link against LLVM/Clang to parse ASTs. To speed up builds, the default configuration downloads our published [clice-llvm](https://github.com/clice-io/clice-llvm) prebuilt package. This assumes your local environment matches the prebuilt environment closely (especially when enabling Address Sanitizer or LTO).
 
 To simplify setup and keep builds reproducible, we **strongly recommend** [pixi](https://pixi.prefix.dev/latest) to manage the development environment. Dependency versions are pinned in `pixi.toml`.
 
 If you prefer not to use pixi, see [Manual Build](#manual-build) below.
 
-## 🚀 Quick Start
+## Quick Start
 
 Install pixi following the [official guide](https://pixi.prefix.dev/latest/installation).
 
@@ -44,7 +44,7 @@ pixi run xmake
 pixi run xmake-test
 ```
 
-## 🛠️ Manual Build
+## Manual Build
 
 If you plan to build manually, first ensure your toolchain matches the versions defined in `pixi.toml`.
 
@@ -87,9 +87,9 @@ Optional build options:
 | --enable_test | false   | Build clice unit tests                   |
 | --ci          | false   | Enable `CLICE_CI_ENVIRONMENT`            |
 
-## 📦 About LLVM
+## About LLVM
 
-clice calls Clang APIs to parse C++ code, so it must link LLVM/Clang. Because clice uses Clang private headers (usually absent from distro packages), the system LLVM package cannot be used directly.
+clice calls Clang APIs to parse C++ code, so it must link against LLVM/Clang. Because clice uses Clang's private headers (usually absent from distro packages), the system LLVM package cannot be used directly.
 
 Two ways to satisfy this dependency:
 
diff --git a/docs/en/dev/extension.md b/docs/en/dev/extension.md
index ad48020a..44c1ce25 100644
--- a/docs/en/dev/extension.md
+++ b/docs/en/dev/extension.md
@@ -2,7 +2,7 @@
 
 This section covers development and release workflows for the editor extensions (VSCode / Neovim / Zed).
 
-## 🌐 VSCode
+## VSCode
 
 The VSCode extension uses the Node/PNPM/VSCE toolchain. Work inside the pixi `node` environment for consistent versions.
 
@@ -46,7 +46,7 @@ pnpm install
 pnpm run package
 ```
 
-## 🧩 Neovim
+## Neovim
 
 The Neovim extension lives in `editors/nvim` and is written in Lua. It is still evolving.
 
@@ -56,7 +56,7 @@ The Neovim extension lives in `editors/nvim` and is written in Lua. It is still
 
 Dev tips: the codebase is small—load it directly in Neovim and watch `:messages`/LSP logs; format with `stylua` (config included).
 
-## 🪶 Zed
+## Zed
 
 The Zed extension lives in `editors/zed` and uses Rust plus `zed_extension_api`.
 
diff --git a/docs/zh/dev/build.md b/docs/zh/dev/build.md
index 2b0f988b..b46d3abd 100644
--- a/docs/zh/dev/build.md
+++ b/docs/zh/dev/build.md
@@ -6,7 +6,7 @@ clice 依赖 C++23 特性，需要使用高版本的 C++ 编译器。同时，
 
 如果你不想使用 pixi，请参考下方的 [Manual Build](#manual-build) 章节。
 
-## 🚀 Quick Start
+## Quick Start
 
 请参考 [pixi](https://pixi.prefix.dev/latest/installation) 官方指南安装 pixi。
 
@@ -44,7 +44,7 @@ pixi run xmake
 pixi run xmake-test
 ```
 
-## 🛠️ Manual Build
+## Manual Build
 
 如果你打算手动构建，请务必先确认你的工具链满足 pixi.toml 中定义的版本要求。
 
@@ -87,7 +87,7 @@ xmake build --all
 | --enable_test | false  | 是否构建 clice 的单元测试            |
 | --ci          | false  | 是否打开 `CLICE_CI_ENVIRONMENT`      |
 
-## 📦 About LLVM
+## About LLVM
 
 clice 调用 Clang API 来解析 C++ 代码，因此必须链接 LLVM/Clang 库。由于 clice 使用了 Clang 的私有头文件（这些文件通常不包含在发行版中），不能直接使用系统安装的 LLVM 包。
 
diff --git a/docs/zh/dev/extension.md b/docs/zh/dev/extension.md
index 9c762850..b3d1b462 100644
--- a/docs/zh/dev/extension.md
+++ b/docs/zh/dev/extension.md
@@ -2,7 +2,7 @@
 
 本节汇总各编辑器插件的开发与发布流程。目前包含 VSCode / Neovim / Zed。
 
-## 🌐 VSCode
+## VSCode
 
 VSCode 插件使用 Node/PNPM/VSCE 链路。推荐在 pixi 的 `node` 环境下操作以获得一致的工具链版本。
 
@@ -46,7 +46,7 @@ pnpm install
 pnpm run package
 ```
 
-## 🧩 Neovim
+## Neovim
 
 Neovim 插件位于 `editors/nvim`，使用 Lua 编写。目前功能仍在演进中。
 
@@ -56,7 +56,7 @@ Neovim 插件位于 `editors/nvim`，使用 Lua 编写。目前功能仍在演
 
 开发提示：代码量较小，可直接在 Neovim 中加载并通过 `:messages`/LSP 日志观察效果；格式化可使用 `stylua`（仓库中已提供 `stylua.toml`）。
 
-## 🪶 Zed
+## Zed
 
 Zed 插件位于 `editors/zed`，使用 Rust 和 `zed_extension_api`。