diff --git a/.github/workflows/pre-commit.yml b/.github/workflows/pre-commit.yml
index 6a752e0e..e7875cba 100644
--- a/.github/workflows/pre-commit.yml
+++ b/.github/workflows/pre-commit.yml
@@ -2,10 +2,10 @@ name: Pre-commit
 
 on:
   push:
-    branches: [ main ]
+    branches: [main]
   pull_request:
-    branches: [ main ]
-  workflow_dispatch:  # Allow manual triggering
+    branches: [main]
+  workflow_dispatch: # Allow manual triggering
 
 jobs:
   pre-commit:
@@ -13,98 +13,99 @@ jobs:
     name: Run pre-commit hooks check file lint
 
     steps:
-    - name: Check out the repo
-      uses: actions/checkout@v4
-      with:
-        fetch-depth: 0  # Fetch full history for pre-commit
-
-    - name: Set up Python
-      uses: actions/setup-python@v5
-      with:
-        python-version: '3.11'
-
-    - name: Set up Go
-      uses: actions/setup-go@v5
-      with:
-        go-version: '1.24'
-
-    - name: Set up Node
-      uses: actions/setup-node@v5
-      with:
-        node-version: 23
-
-    - name: Set up Rust
-      uses: dtolnay/rust-toolchain@stable
-      with:
-        toolchain: 1.90
-        components: rustfmt, clippy
-
-    - name: Install system dependencies
-      run: |
-        sudo apt-get update
-        sudo apt-get install -y \
-          make \
-          build-essential \
-          pkg-config
-        npm install -g markdownlint-cli
-        pip install --user yamllint codespell
-        curl -sSfL https://raw.githubusercontent.com/golangci/golangci-lint/HEAD/install.sh | sh -s -- -b $(go env GOPATH)/bin v2.5.0
-
-    - name: Cache Rust dependencies
-      uses: actions/cache@v4
-      with:
-        path: |
-          ~/.cargo/bin/
-          ~/.cargo/registry/index/
-          ~/.cargo/registry/cache/
-          ~/.cargo/git/db/
-          candle-binding/target/
-        key: ${{ runner.os }}-cargo-precommit-${{ hashFiles('**/Cargo.lock', '**/Cargo.toml') }}
-        restore-keys: |
-          ${{ runner.os }}-cargo-precommit-
-
-    - name: Cache Go dependencies
-      uses: actions/cache@v4
-      with:
-        path: |
-          ~/go/pkg/mod
-        key: ${{ runner.os }}-go-precommit-${{ hashFiles('**/go.sum') }}
-        restore-keys: |
-          ${{ runner.os }}-go-precommit-
-
-    - name: Cache Node dependencies
-      uses: actions/cache@v4
-      with:
-        path: |
-          ~/.npm
-        key: ${{ runner.os }}-node-precommit-${{ hashFiles('website/package-lock.json') }}
-        restore-keys: |
-          ${{ runner.os }}-node-precommit-
-
-    - name: Cache pre-commit environments
-      uses: actions/cache@v4
-      with:
-        path: ~/.cache/pre-commit
-        key: ${{ runner.os }}-pre-commit-${{ hashFiles('.pre-commit-config.yaml') }}
-        restore-keys: |
-          ${{ runner.os }}-precommit-
-
-    - name: Install pre-commit
-      run: make precommit-install
-
-    - name: Run Code Spell Check
-      run: make codespell
-
-    - name: Run pre-commit check
-      run: make precommit-check
-      env:
-        CI: true
-
-    - name: Show pre-commit results
-      if: failure()
-      run: |
-        echo "::error::Pre-commit hooks failed. Please fix the issues and commit again."
-        echo "To run pre-commit locally:"
-        echo "  pip install pre-commit"
-        echo "  pre-commit install"
-        echo "  pre-commit run --all-files"
+      - name: Check out the repo
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0 # Fetch full history for pre-commit
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.11"
+
+      - name: Set up Go
+        uses: actions/setup-go@v5
+        with:
+          go-version: "1.24"
+
+      - name: Set up Node
+        uses: actions/setup-node@v5
+        with:
+          node-version: 23
+
+      - name: Set up Rust
+        uses: dtolnay/rust-toolchain@stable
+        with:
+          toolchain: 1.90
+          components: rustfmt, clippy
+
+      - name: Install system dependencies
+        run: |
+          sudo apt-get update
+          sudo apt-get install -y \
+            make \
+            build-essential \
+            pkg-config \
+            shellcheck
+          npm install -g markdownlint-cli
+          pip install --user yamllint codespell
+          curl -sSfL https://raw.githubusercontent.com/golangci/golangci-lint/HEAD/install.sh | sh -s -- -b $(go env GOPATH)/bin v2.5.0
+
+      - name: Cache Rust dependencies
+        uses: actions/cache@v4
+        with:
+          path: |
+            ~/.cargo/bin/
+            ~/.cargo/registry/index/
+            ~/.cargo/registry/cache/
+            ~/.cargo/git/db/
+            candle-binding/target/
+          key: ${{ runner.os }}-cargo-precommit-${{ hashFiles('**/Cargo.lock', '**/Cargo.toml') }}
+          restore-keys: |
+            ${{ runner.os }}-cargo-precommit-
+
+      - name: Cache Go dependencies
+        uses: actions/cache@v4
+        with:
+          path: |
+            ~/go/pkg/mod
+          key: ${{ runner.os }}-go-precommit-${{ hashFiles('**/go.sum') }}
+          restore-keys: |
+            ${{ runner.os }}-go-precommit-
+
+      - name: Cache Node dependencies
+        uses: actions/cache@v4
+        with:
+          path: |
+            ~/.npm
+          key: ${{ runner.os }}-node-precommit-${{ hashFiles('website/package-lock.json') }}
+          restore-keys: |
+            ${{ runner.os }}-node-precommit-
+
+      - name: Cache pre-commit environments
+        uses: actions/cache@v4
+        with:
+          path: ~/.cache/pre-commit
+          key: ${{ runner.os }}-pre-commit-${{ hashFiles('.pre-commit-config.yaml') }}
+          restore-keys: |
+            ${{ runner.os }}-precommit-
+
+      - name: Install pre-commit
+        run: make precommit-install
+
+      - name: Run Code Spell Check
+        run: make codespell
+
+      - name: Run pre-commit check
+        run: make precommit-check
+        env:
+          CI: true
+
+      - name: Show pre-commit results
+        if: failure()
+        run: |
+          echo "::error::Pre-commit hooks failed. Please fix the issues and commit again."
+          echo "To run pre-commit locally:"
+          echo "  pip install pre-commit"
+          echo "  pre-commit install"
+          echo "  pre-commit run --all-files"
diff --git a/README.md b/README.md
index 2912693d..28cf66da 100644
--- a/README.md
+++ b/README.md
@@ -38,7 +38,7 @@
 
 An **Mixture-of-Models** (MoM) router that intelligently directs OpenAI API requests to the most suitable models from a defined pool based on **Semantic Understanding** of the request's intent (Complexity, Task, Tools).
 
-![](./website/static/img/mom-overview.png)
+![mom-overview](./website/static/img/mom-overview.png)
 
 Conceptually similar to Mixture-of-Experts (MoE) which lives *within* a model, this system selects the best *entire model* for the nature of the task.
 
diff --git a/scripts/quickstart.sh b/scripts/quickstart.sh
index be6a05ce..a1bc1412 100755
--- a/scripts/quickstart.sh
+++ b/scripts/quickstart.sh
@@ -52,7 +52,9 @@ typewriter() {
 # Function to show ASCII art with animation
 show_ascii_art() {
     # Skip clear in CI environments (no proper terminal)
-    [ -z "${CI:-}" ] && clear || true
+    if [ -z "${CI:-}" ]; then
+        clear || true
+    fi
     echo
     echo
     print_color "$CYAN" "        ██╗   ██╗██╗     ██╗     ███╗   ███╗"
diff --git a/tools/make/envs.mk b/tools/make/envs.mk
index f4c9e81f..b1b438fd 100644
--- a/tools/make/envs.mk
+++ b/tools/make/envs.mk
@@ -2,6 +2,10 @@
 # = Environment Makefile, refer for other makefile    =
 # ====================== envs.mk ======================
 
+# CI environment flag (set by CI/CD systems like GitHub Actions)
+# Can be overridden: CI=true make build
+CI ?=
+
 # Container runtime (docker or podman)
 CONTAINER_RUNTIME ?= docker
 
diff --git a/tools/make/linter.mk b/tools/make/linter.mk
index ee92ce90..249d54da 100644
--- a/tools/make/linter.mk
+++ b/tools/make/linter.mk
@@ -4,14 +4,6 @@
 
 ##@ Linter
 
-docs-lint: docs-install ## Lint documentation in website/
-	@$(LOG_TARGET)
-	cd website && npm run lint
-
-docs-lint-fix: docs-install ## Auto-fix documentation lint issues in website/
-	@$(LOG_TARGET)
-	cd website && npm run lint:fix
-
 markdown-lint: ## Lint all markdown files in the project
 	@$(LOG_TARGET)
 	markdownlint -c tools/linter/markdown/markdownlint.yaml "**/*.md" \
@@ -40,4 +32,17 @@ codespell: ## Check for common misspellings in code and docs
 
 shellcheck: ## Lint all shell scripts in the project
 	@$(LOG_TARGET)
-	shellcheck --rcfile=tools/linter/shellcheck/.shellcheckrc $(shell find . -type f -name "*.sh" -not -path "./node_modules/*" -not -path "./website/node_modules/*" -not -path "./dashboard/frontend/node_modules/*" -not -path "./models/*" -not -path "./.venv/*")
\ No newline at end of file
+	@if ! command -v shellcheck >/dev/null 2>&1; then \
+		echo "❌ Error: shellcheck is not installed"; \
+		echo ""; \
+		echo "To install shellcheck:"; \
+		echo "  macOS:   brew install shellcheck"; \
+		echo "  Ubuntu:  sudo apt-get install shellcheck"; \
+		echo "  Fedora:  sudo dnf install shellcheck"; \
+		echo ""; \
+		echo "Or skip shellcheck in pre-commit by running:"; \
+		echo "  SKIP=shellcheck pre-commit run --all-files"; \
+		exit 1; \
+	fi
+	@echo "Running shellcheck with config from tools/linter/shellcheck/.shellcheckrc"
+	@shellcheck -e SC2155,SC2034,SC1091 $(shell find . -type f -name "*.sh" -not -path "./node_modules/*" -not -path "./website/node_modules/*" -not -path "./dashboard/frontend/node_modules/*" -not -path "./models/*" -not -path "./.venv/*")
\ No newline at end of file
diff --git a/tools/make/pre-commit.mk b/tools/make/pre-commit.mk
index 66e536da..7e454752 100644
--- a/tools/make/pre-commit.mk
+++ b/tools/make/pre-commit.mk
@@ -8,7 +8,7 @@ precommit-install:
 
 precommit-check: ## Run pre-commit checks on all relevant files
 precommit-check:
-	@FILES=$$(find . -type f \( -name "*.go" -o -name "*.rs" -o -name "*.py" -o -name "*.js" -o -name "*.md" -o -name "*.yaml" -o -name "*.yml" \) \
+	@FILES=$$(find . -type f \( -name "*.go" -o -name "*.rs" -o -name "*.py" -o -name "*.js" -o -name "*.sh" -o -name "*.md" -o -name "*.yaml" -o -name "*.yml" \) \
 		! -path "./target/*" \
 		! -path "./candle-binding/target/*" \
     ! -path "./website/node_modules/*" \
@@ -24,7 +24,7 @@ precommit-check:
 		echo "Running pre-commit on files: $$FILES"; \
 		pre-commit run --files $$FILES; \
 	else \
-		echo "No Go, Rust, JavaScript, Markdown, Yaml, or Python files found to check"; \
+		echo "No Go, Rust, JavaScript, Shell, Markdown, Yaml, or Python files found to check"; \
 	fi
 
 # Run pre-commit hooks in a Docker container,