diff --git a/.github/workflows/ruff.yml b/.github/workflows/prek.yml
similarity index 51%
rename from .github/workflows/ruff.yml
rename to .github/workflows/prek.yml
index e27a370b0..1f3d52b4a 100644
--- a/.github/workflows/ruff.yml
+++ b/.github/workflows/prek.yml
@@ -1,8 +1,7 @@
-name: Code Quality Checks
+name: Prek
 
 on:
   pull_request:
-    branches: [ main ]
   push:
     branches: [ main ]
 
@@ -28,17 +27,10 @@ jobs:
       run: |
         uv sync --all-extras
     
-    - name: Run code quality checks
+    - name: Run prek hooks (lint, format, typecheck, uv.lock, tests)
+      run: |
+        uv run prek run --all-files
+
+    - name: Run unit tests (via prek)
       run: |
-        ./scripts/run_checks.sh --verbose-test-failure || {
-          echo ""
-          echo "❌ Code quality checks failed!"
-          echo ""
-          echo "To fix these issues locally, run:"
-          echo "  ./scripts/run_checks.sh --fix"
-          echo ""
-          echo "Then commit and push the changes."
-          echo ""
-          echo "For more details, see CONTRIBUTING.md"
-          exit 1
-        }
\ No newline at end of file
+        uv run prek run pytest
\ No newline at end of file
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 000000000..b5be17686
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,27 @@
+repos:
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: v0.12.1
+    hooks:
+      - id: ruff
+      - id: ruff-format
+
+  - repo: local
+    hooks:
+      - id: pyright
+        name: Pyright type checking
+        entry: uv run pyright src tests
+        language: system
+        pass_filenames: false
+
+      - id: uv-lock-check
+        name: uv.lock sync check
+        entry: uv lock --check
+        language: system
+        pass_filenames: false
+
+      - id: pytest
+        name: Unit tests (manual)
+        entry: uv run pytest --nbval --current-env --tb=short tests/unit
+        language: system
+        pass_filenames: false
+        stages: [manual]
diff --git a/AGENT.md b/AGENT.md
index e16357d3d..c98e47341 100644
--- a/AGENT.md
+++ b/AGENT.md
@@ -8,7 +8,7 @@ This project uses the `uv` package manager.
 
 ## Testing
 
-- Always run tests before committing. The test command is `./scripts/run_checks.sh`.
+- Always run tests before committing. The test command is `uv run prek run --all-files`.
 
 ## Releases
 
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 8f2671ec9..cb8ec7367 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -10,28 +10,32 @@ cd ART
 Install the dependencies:
 
 ```bash
-uv sync
+uv sync --group dev
 ```
 
-### Code Formatting and Linting
+### Code Quality Checks (prek)
 
-This project uses [ruff](https://github.com/astral-sh/ruff) for both code formatting and linting. Before submitting a pull request, please ensure your code passes all quality checks:
+This project uses [prek](https://github.com/j178/prek) to run local checks (ruff, pyright, uv.lock sync, and unit tests). Before submitting a pull request, please ensure your code passes all quality checks:
 
 ```bash
-# Run all code quality checks (formatting, linting, and dependency sync)
-./scripts/run_checks.sh
+# Install git hooks (optional but recommended)
+uv run prek install
 
-# Automatically fix any issues that can be fixed
-./scripts/run_checks.sh --fix
+# Run all checks against all files (formatting, linting, typecheck, uv.lock, tests)
+uv run prek run --all-files
 ```
 
-The `run_checks.sh` script will:
+You can also run individual hooks:
 
-1. Check code formatting with ruff
-2. Check for linting issues with ruff
-3. Verify that `uv.lock` is in sync with `pyproject.toml`
+```bash
+uv run prek run ruff
+uv run prek run ruff-format
+uv run prek run pyright
+uv run prek run uv-lock-check
+uv run prek run pytest
+```
 
-These checks are automatically run in CI for all pull requests. If your PR fails these checks, simply run `./scripts/run_checks.sh --fix` locally and commit the changes.
+These checks are automatically run in CI for all pull requests. If your PR fails these checks, re-run the corresponding `prek` hook locally and commit any fixes.
 
 ### Release Process
 
diff --git a/pyproject.toml b/pyproject.toml
index 7f1236c18..664e1b4dd 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -117,6 +117,7 @@ dev = [
     "pytest-asyncio>=1.1.0",
     "duckdb>=1.0.0",
     "pyarrow>=15.0.0",
+    "prek>=0.2.29",
 ]
 
 [tool.uv.sources]
diff --git a/scripts/run_checks.sh b/scripts/run_checks.sh
deleted file mode 100755
index 3fb2c28c1..000000000
--- a/scripts/run_checks.sh
+++ /dev/null
@@ -1,317 +0,0 @@
-#!/bin/bash
-
-set -e
-
-# Colors for output
-RED='\033[0;31m'
-GREEN='\033[0;32m'
-YELLOW='\033[1;33m'
-NC='\033[0m' # No Color
-
-# Parse command line arguments
-FIX_FLAG=""
-VERBOSE_TEST_FAILURE=""
-for arg in "$@"; do
-    case $arg in
-        --fix)
-            FIX_FLAG="--fix"
-            ;;
-        --verbose-test-failure)
-            VERBOSE_TEST_FAILURE="true"
-            ;;
-    esac
-done
-
-echo "🔍 Running code quality checks..."
-echo
-
-# Check if uv is installed
-if ! command -v uv &> /dev/null; then
-    echo -e "${RED}❌ uv is not installed${NC}"
-    echo "Please install uv with: curl -LsSf https://astral.sh/uv/install.sh | sh"
-    exit 1
-fi
-
-# Track if any checks fail
-CHECKS_PASSED=true
-TYPECHECK_FAILED=false
-TESTS_FAILED=false
-
-# Run format check
-echo "📝 Checking code formatting..."
-if [[ -n "$FIX_FLAG" ]]; then
-    echo "  Running: uv run ruff format ."
-    if uv run ruff format .; then
-        echo -e "${GREEN}✅ Code formatted successfully${NC}"
-    else
-        echo -e "${RED}❌ Format fixing failed${NC}"
-        CHECKS_PASSED=false
-    fi
-else
-    echo "  Running: uv run ruff format --check ."
-    if uv run ruff format --check .; then
-        echo -e "${GREEN}✅ Code formatting looks good${NC}"
-    else
-        echo -e "${YELLOW}⚠️  Code formatting issues found${NC}"
-        echo "  Run './scripts/run_checks.sh --fix' to auto-fix"
-        CHECKS_PASSED=false
-    fi
-fi
-echo
-
-# Run linting check
-echo "🔎 Checking code linting..."
-if [[ -n "$FIX_FLAG" ]]; then
-    echo "  Running: uv run ruff check --fix ."
-    if uv run ruff check --fix .; then
-        echo -e "${GREEN}✅ Linting issues fixed${NC}"
-    else
-        echo -e "${YELLOW}⚠️  Some linting issues could not be auto-fixed${NC}"
-        CHECKS_PASSED=false
-    fi
-else
-    echo "  Running: uv run ruff check ."
-    if uv run ruff check .; then
-        echo -e "${GREEN}✅ No linting issues found${NC}"
-    else
-        echo -e "${YELLOW}⚠️  Linting issues found${NC}"
-        echo "  Run './scripts/run_checks.sh --fix' to auto-fix some issues"
-        CHECKS_PASSED=false
-    fi
-fi
-echo
-
-# Run type checking (Pyright) - only on Linux
-if [[ "$(uname)" == "Linux" ]]; then
-    echo "🧠 Running type checking..."
-    TMP_PYRIGHT_JSON=$(mktemp)
-    echo "  Running: uv run pyright --outputjson src tests"
-    # Capture JSON output quietly regardless of success/failure
-    if uv run pyright --outputjson src tests > "$TMP_PYRIGHT_JSON" 2>/dev/null; then
-        : # success, continue
-    else
-        : # non-zero exit means errors may be present; we'll parse JSON next
-    fi
-
-    # Parse counts from JSON (errors, warnings, information)
-    PYRIGHT_COUNTS=$(uv run python - "$TMP_PYRIGHT_JSON" <<'PY'
-import json, sys
-path = sys.argv[1]
-try:
-    with open(path, 'r') as f:
-        data = json.load(f)
-except Exception:
-    print("PARSE_ERROR")
-    sys.exit(0)
-
-counts = {"error": 0, "warning": 0, "information": 0}
-for d in data.get("generalDiagnostics", []):
-    sev = d.get("severity")
-    if sev in counts:
-        counts[sev] += 1
-
-print(f"{counts['error']} {counts['warning']} {counts['information']}")
-PY
-)
-
-    if [[ "$PYRIGHT_COUNTS" == "PARSE_ERROR" ]]; then
-        echo -e "${RED}❌ Type checking failed (unable to parse results)${NC}"
-        CHECKS_PASSED=false
-        TYPECHECK_FAILED=true
-    else
-        ERR_COUNT=$(echo "$PYRIGHT_COUNTS" | awk '{print $1}')
-        WARN_COUNT=$(echo "$PYRIGHT_COUNTS" | awk '{print $2}')
-        INFO_COUNT=$(echo "$PYRIGHT_COUNTS" | awk '{print $3}')
-        if [[ "$ERR_COUNT" -gt 0 ]]; then
-            echo -e "${RED}❌ Type checking failed${NC}"
-            echo "  Errors: $ERR_COUNT, Warnings: $WARN_COUNT, Info: $INFO_COUNT"
-            CHECKS_PASSED=false
-            TYPECHECK_FAILED=true
-        else
-            echo -e "${GREEN}✅ Type checking passed${NC}"
-            echo "  Errors: $ERR_COUNT, Warnings: $WARN_COUNT, Info: $INFO_COUNT"
-        fi
-    fi
-    rm -f "$TMP_PYRIGHT_JSON"
-else
-    echo "🧠 Skipping type checking (Linux only)"
-fi
-echo
-
-# Run tests - only on Linux
-if [[ "$(uname)" == "Linux" ]]; then
-    echo "🧪 Running unit tests..."
-    echo "  Running: uv run pytest --nbval --current-env tests/unit"
-
-    # Capture pytest output quietly to parse the summary
-    PYTEST_OUTPUT=$(mktemp)
-    if uv run pytest --nbval --current-env --tb=short tests/unit > "$PYTEST_OUTPUT" 2>&1; then
-        TEST_EXIT_CODE=0
-    else
-        TEST_EXIT_CODE=$?
-    fi
-
-    # Extract the test summary line (e.g., "===== 5 passed, 2 failed, 1 skipped in 3.45s =====")
-    # This regex captures various pytest summary formats
-    TEST_SUMMARY=$(grep -E "^=+ .*(passed|failed|error|skipped|xfailed|xpassed|warning).*=+$" "$PYTEST_OUTPUT" | tail -1)
-
-    if [[ -n "$TEST_SUMMARY" ]]; then
-        # Parse the summary to extract counts
-        PASSED=$(echo "$TEST_SUMMARY" | grep -oE "[0-9]+ passed" | grep -oE "[0-9]+" || echo "0")
-        FAILED=$(echo "$TEST_SUMMARY" | grep -oE "[0-9]+ failed" | grep -oE "[0-9]+" || echo "0")
-        ERRORS=$(echo "$TEST_SUMMARY" | grep -oE "[0-9]+ error" | grep -oE "[0-9]+" || echo "0")
-        SKIPPED=$(echo "$TEST_SUMMARY" | grep -oE "[0-9]+ skipped" | grep -oE "[0-9]+" || echo "0")
-        WARNINGS=$(echo "$TEST_SUMMARY" | grep -oE "[0-9]+ warning" | grep -oE "[0-9]+" || echo "0")
-        XFAILED=$(echo "$TEST_SUMMARY" | grep -oE "[0-9]+ xfailed" | grep -oE "[0-9]+" || echo "0")
-        XPASSED=$(echo "$TEST_SUMMARY" | grep -oE "[0-9]+ xpassed" | grep -oE "[0-9]+" || echo "0")
-        
-        # Build detailed summary
-        DETAILS=""
-        [[ "$PASSED" != "0" ]] && DETAILS="${DETAILS}Passed: $PASSED"
-        [[ "$FAILED" != "0" ]] && DETAILS="${DETAILS:+$DETAILS, }Failed: $FAILED"
-        [[ "$ERRORS" != "0" ]] && DETAILS="${DETAILS:+$DETAILS, }Errors: $ERRORS"
-        [[ "$SKIPPED" != "0" ]] && DETAILS="${DETAILS:+$DETAILS, }Skipped: $SKIPPED"
-        [[ "$XFAILED" != "0" ]] && DETAILS="${DETAILS:+$DETAILS, }XFailed: $XFAILED"
-        [[ "$XPASSED" != "0" ]] && DETAILS="${DETAILS:+$DETAILS, }XPassed: $XPASSED"
-        [[ "$WARNINGS" != "0" ]] && DETAILS="${DETAILS:+$DETAILS, }Warnings: $WARNINGS"
-        
-        # Check if there were any failures or errors
-        if [[ "$FAILED" == "0" && "$ERRORS" == "0" && $TEST_EXIT_CODE -eq 0 ]]; then
-            echo -e "${GREEN}✅ All tests passed${NC}"
-            [[ -n "$DETAILS" ]] && echo "  $DETAILS"
-        else
-            echo -e "${RED}❌ Tests failed${NC}"
-            [[ -n "$DETAILS" ]] && echo "  $DETAILS"
-            CHECKS_PASSED=false
-            TESTS_FAILED=true
-            
-            # If verbose test failure flag is set, dump full test output
-            if [[ -n "$VERBOSE_TEST_FAILURE" ]]; then
-                echo
-                echo "📋 Full test output:"
-                echo "───────────────────────────────────────────────────────────────"
-                cat "$PYTEST_OUTPUT"
-                echo "───────────────────────────────────────────────────────────────"
-            fi
-        fi
-    else
-        # Fallback if we can't parse the summary
-        if [[ $TEST_EXIT_CODE -eq 0 ]]; then
-            echo -e "${GREEN}✅ All unit tests passed${NC}"
-        else
-            echo -e "${RED}❌ Some unit tests failed${NC}"
-            CHECKS_PASSED=false
-            TESTS_FAILED=true
-            
-            # If verbose test failure flag is set, dump full test output
-            if [[ -n "$VERBOSE_TEST_FAILURE" ]]; then
-                echo
-                echo "📋 Full test output:"
-                echo "───────────────────────────────────────────────────────────────"
-                cat "$PYTEST_OUTPUT"
-                echo "───────────────────────────────────────────────────────────────"
-            fi
-        fi
-    fi
-
-    rm -f "$PYTEST_OUTPUT"
-else
-    echo "🧪 Skipping unit tests (Linux only)"
-fi
-echo
-
-# Check if uv.lock is in sync with pyproject.toml
-echo "🔒 Checking if uv.lock is up to date..."
-PRIMARY_EXTRAS=(--all-extras)
-FALLBACK_EXTRAS=(--extra plotting --extra skypilot)
-if [[ -n "$FIX_FLAG" ]]; then
-    echo "  Attempting: uv sync --all-extras"
-    if uv sync "${PRIMARY_EXTRAS[@]}"; then
-        # Check if uv.lock was modified
-        if git diff --quiet uv.lock 2>/dev/null; then
-            echo -e "${GREEN}✅ Dependencies are in sync${NC}"
-        else
-            echo -e "${GREEN}✅ Updated uv.lock to match pyproject.toml${NC}"
-            echo -e "${YELLOW}  Don't forget to commit the updated uv.lock file${NC}"
-        fi
-    else
-        echo "  Primary sync failed; falling back: uv sync --extra plotting --extra skypilot"
-        if uv sync "${FALLBACK_EXTRAS[@]}"; then
-            if git diff --quiet uv.lock 2>/dev/null; then
-                echo -e "${GREEN}✅ Dependencies are in sync (fallback extras)${NC}"
-            else
-                echo -e "${GREEN}✅ Updated uv.lock to match pyproject.toml (fallback extras)${NC}"
-                echo -e "${YELLOW}  Don't forget to commit the updated uv.lock file${NC}"
-            fi
-        else
-            echo -e "${RED}❌ Failed to sync dependencies (both primary and fallback)${NC}"
-            CHECKS_PASSED=false
-        fi
-    fi
-else
-    echo "  Checking if uv sync would modify uv.lock..."
-    # Create a temporary copy of uv.lock
-    cp uv.lock uv.lock.backup 2>/dev/null || touch uv.lock.backup
-    
-    # Try primary extras quietly
-    if uv sync --quiet "${PRIMARY_EXTRAS[@]}" 2>/dev/null; then
-        # Check if uv.lock was modified
-        if diff -q uv.lock uv.lock.backup >/dev/null 2>&1; then
-            echo -e "${GREEN}✅ uv.lock is up to date${NC}"
-        else
-            echo -e "${YELLOW}⚠️  uv.lock is out of sync with pyproject.toml${NC}"
-            echo "  Run 'uv sync --all-extras' and commit the changes"
-            CHECKS_PASSED=false
-            # Restore the original uv.lock
-            mv uv.lock.backup uv.lock
-        fi
-    else
-        echo "  Primary check failed; trying fallback extras quietly..."
-        if uv sync --quiet "${FALLBACK_EXTRAS[@]}" 2>/dev/null; then
-            if diff -q uv.lock uv.lock.backup >/dev/null 2>&1; then
-                echo -e "${GREEN}✅ uv.lock is up to date (checked with fallback extras)${NC}"
-            else
-                echo -e "${YELLOW}⚠️  uv.lock is out of sync with pyproject.toml (fallback extras)${NC}"
-                echo "  Run 'uv sync --extra plotting --extra skypilot' and commit the changes"
-                CHECKS_PASSED=false
-                mv uv.lock.backup uv.lock
-            fi
-        else
-            echo -e "${RED}❌ Failed to check dependencies (both primary and fallback)${NC}"
-            CHECKS_PASSED=false
-            # Restore the original uv.lock if it exists
-            [ -f uv.lock.backup ] && mv uv.lock.backup uv.lock
-        fi
-    fi
-    
-    # Clean up backup file
-    rm -f uv.lock.backup
-fi
-echo
-
-# Summary
-if $CHECKS_PASSED; then
-    echo -e "${GREEN}🎉 All checks passed!${NC}"
-    exit 0
-else
-    echo -e "${RED}❌ Some checks failed${NC}"
-    if [[ -z "$FIX_FLAG" ]]; then
-        # Show tips for each type of failure
-        if $TYPECHECK_FAILED; then
-            echo -e "💡 Tip: Type errors can't be auto-fixed by --fix. Re-run ${YELLOW}uv run pyright src${NC} to see full diagnostics."
-        fi
-        if $TESTS_FAILED; then
-            if [[ -z "$VERBOSE_TEST_FAILURE" ]]; then
-                echo -e "💡 Tip: Test failures can't be auto-fixed by --fix. Re-run ${YELLOW}uv run pytest --nbval --current-env tests/unit${NC} to see full test output."
-                echo -e "        Or use ${YELLOW}./scripts/run_checks.sh --verbose-test-failure${NC} to see full output on failure."
-            else
-                echo -e "💡 Tip: Test failures can't be auto-fixed by --fix. Re-run ${YELLOW}uv run pytest --nbval --current-env tests/unit${NC} to debug."
-            fi
-        fi
-        # Show general fix tip if there are failures but not type/test specific ones
-        if ! $TYPECHECK_FAILED && ! $TESTS_FAILED; then
-            echo -e "💡 Tip: Run ${YELLOW}./scripts/run_checks.sh --fix${NC} to automatically fix some issues"
-        fi
-    fi
-    exit 1
-fi
\ No newline at end of file
diff --git a/uv.lock b/uv.lock
index fec158e41..505c7f8f7 100644
--- a/uv.lock
+++ b/uv.lock
@@ -5144,6 +5144,7 @@ dev = [
     { name = "ipykernel" },
     { name = "ipywidgets" },
     { name = "nbval" },
+    { name = "prek" },
     { name = "pyarrow" },
     { name = "pyright", extra = ["nodejs"] },
     { name = "pytest" },
@@ -5203,6 +5204,7 @@ dev = [
     { name = "ipykernel", specifier = ">=6.29.5" },
     { name = "ipywidgets", specifier = ">=8.1.5" },
     { name = "nbval", specifier = ">=0.11.0" },
+    { name = "prek", specifier = ">=0.2.29" },
     { name = "pyarrow", specifier = ">=15.0.0" },
     { name = "pyright", extras = ["nodejs"], specifier = ">=1.1.403" },
     { name = "pytest", specifier = ">=8.4.1" },
@@ -5753,6 +5755,30 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/cd/f6/d1efedc0f9506e47699616e896d8efe39e8f0b6a7d1d590c3e97455ecf4a/polyfile_weave-0.5.7-py3-none-any.whl", hash = "sha256:880454788bc383408bf19eefd6d1c49a18b965d90c99bccb58f4da65870c82dd", size = 1655397, upload-time = "2025-09-22T19:21:09.142Z" },
 ]
 
+[[package]]
+name = "prek"
+version = "0.2.29"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/17/95/d89e32fc02bbb5d20a562062165bfe309d382798dd2e4e76edcfbcd0434a/prek-0.2.29.tar.gz", hash = "sha256:9788d0503a6e13ed84f864beaf12e87eee6140d799e6a379c77c06c801656e75", size = 288357, upload-time = "2026-01-16T11:39:30.905Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/51/0f/5bcc388fb779c30dcf3b3c512b07520b39c27c31ce9616ea5fc0c34b76aa/prek-0.2.29-py3-none-linux_armv6l.whl", hash = "sha256:ec0c7b67f3fdbfab447ff3cb37284bc5ec26816f19641393a522a107be6a428a", size = 5227889, upload-time = "2026-01-16T11:39:35.244Z" },
+    { url = "https://files.pythonhosted.org/packages/ec/d0/c10e88e39dfb914981291c4e6929ddb1de6033e8df5b7f7949bf3864eff4/prek-0.2.29-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:642ddee15c18d91f79095fd9a57ede8f522997a2ac131dadbe7eb8a770909f62", size = 5645793, upload-time = "2026-01-16T11:39:26.39Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/9c/d0783455cd28905d63326e33ec91527d2df5d65c66c2f10092ee56fac49a/prek-0.2.29-py3-none-macosx_11_0_arm64.whl", hash = "sha256:0a1e9673d939811d7cf692df4fa313f6d821ca3512e601c0b7ec037f46877ccf", size = 5419376, upload-time = "2026-01-16T11:39:22.087Z" },
+    { url = "https://files.pythonhosted.org/packages/1e/87/ee193357f149aec65fb597ff85f67465ea8c36ebf450b996186603b8b78c/prek-0.2.29-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.musllinux_1_1_aarch64.whl", hash = "sha256:8e47c5beda1f4916f3f8607bb232de93dba8bf61b76aadff3e842a95a26046c0", size = 5497984, upload-time = "2026-01-16T11:39:38.173Z" },
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