From 871d598fc53abad47cb6ee9570208b94b340c3d9 Mon Sep 17 00:00:00 2001
From: Filippo Stanghellini <stanghelliniifilippo@gmail.com>
Date: Wed, 11 Mar 2026 23:26:00 +0100
Subject: [PATCH 1/7] feat: general improvements

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
---
 CLAUDE.md                                  |  56 ++
 pyproject.toml                             |   4 +-
 src/docfinder/embedding/encoder.py         |  13 +-
 src/docfinder/gui.py                       | 520 +++++++++++++++++-
 src/docfinder/index/indexer.py             |  57 +-
 src/docfinder/ingestion/pdf_loader.py      | 123 ++++-
 src/docfinder/settings.py                  |   7 +-
 src/docfinder/utils/files.py               |  18 +-
 src/docfinder/web/app.py                   | 169 +++++-
 src/docfinder/web/frontend.py              |  12 +-
 src/docfinder/web/templates/index.html     | 591 ++++++++++++++++++++-
 src/docfinder/web/templates/spotlight.html | 358 +++++++++++++
 tests/test_frontend.py                     |   6 +-
 tests/test_indexer.py                      |  20 +-
 tests/test_pdf_loader.py                   |   1 -
 15 files changed, 1825 insertions(+), 130 deletions(-)
 create mode 100644 CLAUDE.md
 create mode 100644 src/docfinder/web/templates/spotlight.html

diff --git a/CLAUDE.md b/CLAUDE.md
new file mode 100644
index 0000000..f0337b8
--- /dev/null
+++ b/CLAUDE.md
@@ -0,0 +1,56 @@
+# CLAUDE.md
+
+This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
+
+## Commands
+
+```bash
+make setup          # Create .venv and install all extras [dev,web,gui]
+make test           # Run pytest with coverage (term + HTML + XML)
+make lint           # ruff check src/ tests/
+make format         # ruff format src/ tests/
+make format-check   # Check formatting without modifying files
+make check-all      # lint + format-check + test
+make run            # Launch native desktop GUI (pywebview)
+make run-web        # Launch web interface at http://127.0.0.1:8000
+```
+
+Single test:
+```bash
+pytest tests/test_web_app.py -v
+pytest tests/test_indexer.py::TestIndexer::test_method -v
+```
+
+On Linux CI, PyTorch is installed CPU-only:
+```bash
+pip install torch --index-url https://download.pytorch.org/whl/cpu
+```
+
+## Architecture
+
+**Entry points:** `docfinder` (CLI via `cli.py` / typer) and `docfinder-gui` (`gui.py` spawns uvicorn in a thread, wraps FastAPI in pywebview).
+
+**Core pipeline:**
+1. `ingestion/pdf_loader.py` — PyMuPDF extracts text, splits into overlapping chunks (default 1200 chars, 200 overlap)
+2. `embedding/encoder.py` — `EmbeddingModel` wraps SentenceTransformer; auto-detects CUDA → MPS → ROCm → CPU; optionally uses ONNX/CoreML backends
+3. `index/indexer.py` — `Indexer` orchestrates PDF discovery, chunking, embedding, and storage; reports progress via callback `(processed, total, current_file)`
+4. `index/storage.py` — `SQLiteVectorStore` persists chunks + embeddings; WAL mode; cosine similarity via numpy; batch inserts with `executemany()`
+5. `index/search.py` — `Searcher` queries the store
+
+**Web layer (`web/app.py`):**
+- FastAPI app with lifespan-based startup preloading of `EmbeddingModel` singleton (thread-safe double-checked locking via `_get_embedder()`)
+- `/index` returns a `job_id` immediately; background work runs via `asyncio.create_task`; poll `/index/status/{job_id}` for progress
+- Default DB path: `~/Documents/DocFinder/docfinder.db` (frozen app) or `data/docfinder.db` (dev)
+- Path validation uses `realpath` + home-dir prefix check
+
+**Frontend (`web/templates/index.html`):** Vanilla JS single-page app; no framework. Polls indexing progress every 600 ms. Uses `escHtml()` for XSS prevention.
+
+**Settings:** Hotkey config in `settings.py`; `AppConfig` in `config.py` handles paths and model name.
+
+## Key Constraints
+
+- Python 3.10+ required (no walrus operator in type hints; use `from __future__ import annotations`)
+- `numpy<3` pinned for C-extension compatibility
+- SQLite used with no extensions (no sqlite-vec, no FTS5 for search — pure numpy cosine similarity)
+- Ruff line length: 100, double quotes, target py310
+- Tests run with `--strict-markers`; coverage is always collected
diff --git a/pyproject.toml b/pyproject.toml
index af3bbda..fc024b8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -39,7 +39,8 @@ dev = [
 web = [
   "fastapi>=0.115.0",
   "uvicorn[standard]>=0.32.0",
-  "pydantic>=2.9.0"
+  "pydantic>=2.9.0",
+  "python-docx>=1.1.0"
 ]
 gui = [
   "pywebview>=5.0.0",
@@ -47,6 +48,7 @@ gui = [
   "uvicorn[standard]>=0.32.0",
   "pydantic>=2.9.0",
   "pynput>=1.7.0",
+  "python-docx>=1.1.0",
   "pyobjc-framework-Cocoa>=9.0; sys_platform == 'darwin'"
 ]
 gpu = [
diff --git a/src/docfinder/embedding/encoder.py b/src/docfinder/embedding/encoder.py
index 2ffb91e..bad11e8 100644
--- a/src/docfinder/embedding/encoder.py
+++ b/src/docfinder/embedding/encoder.py
@@ -211,12 +211,19 @@ def _log_backend_info(self) -> None:
 
         logger.info(" | ".join(info_parts))
 
-    def embed(self, texts: Sequence[str] | Iterable[str]) -> np.ndarray:
-        """Return float32 embeddings for input texts."""
+    def embed(
+        self, texts: Sequence[str] | Iterable[str], *, batch_size: int | None = None
+    ) -> np.ndarray:
+        """Return float32 embeddings for input texts.
+
+        Args:
+            texts: Input strings to embed.
+            batch_size: Override the configured batch size (useful for low-RAM scenarios).
+        """
         sentences = list(texts)
         embeddings = self._model.encode(
             sentences,
-            batch_size=self.config.batch_size,
+            batch_size=batch_size if batch_size is not None else self.config.batch_size,
             show_progress_bar=False,
             convert_to_numpy=True,
             normalize_embeddings=self.config.normalize,
diff --git a/src/docfinder/gui.py b/src/docfinder/gui.py
index 021ee40..bbe3224 100644
--- a/src/docfinder/gui.py
+++ b/src/docfinder/gui.py
@@ -137,52 +137,479 @@ def _wait_for_server(host: str, port: int, timeout: float = 30.0) -> bool:
     return False
 
 
+class SpotlightPanel:
+    """Native macOS NSPanel + WKWebView for Spotlight-style search.
+
+    Bypasses pywebview entirely for the floating search panel — pywebview 6.x
+    crashes on macOS 15 (Sequoia) when creating a second borderless window.
+    This class creates the NSPanel and WKWebView directly via pyobjc/AppKit.
+
+    JS → Python communication uses WKScriptMessageHandler: spotlight.html calls
+        window.webkit.messageHandlers.spotlight.postMessage({action:'hide'})
+    which triggers orderOut_ on the panel.
+    """
+
+    def __init__(self, spotlight_url: str) -> None:
+        self._url = spotlight_url
+        self._panel: object | None = None
+        self._webview: object | None = None
+        self._handler: object | None = None
+
+    def setup(self) -> None:
+        """Create the NSPanel and WKWebView. Must be called from the Cocoa main thread."""
+        try:
+            self._build()
+            # Register hide callback so spotlight.html can close the panel via HTTP
+            from docfinder.web.app import register_spotlight_hide_callback
+
+            register_spotlight_hide_callback(self.hide)
+            logger.info("SpotlightPanel ready at %s", self._url)
+        except Exception as exc:
+            logger.warning("SpotlightPanel.setup() failed: %s", exc)
+            self._panel = None
+
+    def _build(self) -> None:
+        import AppKit  # type: ignore[import-untyped]
+        import WebKit  # type: ignore[import-untyped]
+
+        rect = AppKit.NSMakeRect(0, 0, 660, 480)
+
+        # ── WKWebView ─────────────────────────────────────────────────────────
+        config = WebKit.WKWebViewConfiguration.alloc().init()
+        webview = WebKit.WKWebView.alloc().initWithFrame_configuration_(rect, config)
+        webview.setAutoresizingMask_(AppKit.NSViewWidthSizable | AppKit.NSViewHeightSizable)
+        # Use a solid dark background on the WKWebView to avoid deprecated
+        # transparent-background APIs (_setDrawsTransparentBackground: was the
+        # culprit in the original pywebview crash).  The spotlight.html body
+        # background is set to the same dark color so no white edges show.
+        webview.setUnderPageBackgroundColor_(
+            AppKit.NSColor.colorWithSRGBRed_green_blue_alpha_(
+                22 / 255, 27 / 255, 42 / 255, 1.0
+            )
+        )
+
+        # ── NSPanel ───────────────────────────────────────────────────────────
+        # NSWindowStyleMaskNonactivatingPanel (128): the panel becomes key and
+        # receives keyboard events WITHOUT activating the parent application.
+        # This is how Spotlight/Alfred work — the previous active app stays
+        # frontmost while the panel floats above and accepts typed input.
+        panel = AppKit.NSPanel.alloc().initWithContentRect_styleMask_backing_defer_(
+            rect,
+            AppKit.NSWindowStyleMaskNonactivatingPanel,
+            AppKit.NSBackingStoreBuffered,
+            False,
+        )
+        panel.setLevel_(AppKit.NSPopUpMenuWindowLevel)
+        panel.setMovableByWindowBackground_(True)
+        panel.setHasShadow_(True)
+        panel.setWorksWhenModal_(True)
+        panel.setBecomesKeyOnlyIfNeeded_(False)
+        panel.setBackgroundColor_(
+            AppKit.NSColor.colorWithSRGBRed_green_blue_alpha_(
+                22 / 255, 27 / 255, 42 / 255, 1.0
+            )
+        )
+        panel.setContentView_(webview)
+
+        self._panel = panel
+        self._webview = webview
+
+        # ── Auto-hide when panel loses key status ─────────────────────────────
+        # Python callables are bridged as ObjC blocks by pyobjc 9+.
+        def _on_resign_key(notification: object) -> None:
+            try:
+                from PyObjCTools import AppHelper  # type: ignore[import-untyped]
+
+                AppHelper.callAfter(self._do_hide)
+            except Exception:
+                pass
+
+        AppKit.NSNotificationCenter.defaultCenter().addObserverForName_object_queue_usingBlock_(
+            AppKit.NSWindowDidResignKeyNotification, panel, None, _on_resign_key
+        )
+
+        # ── Load spotlight URL ─────────────────────────────────────────────────
+        ns_url = AppKit.NSURL.URLWithString_(self._url)
+        webview.loadRequest_(AppKit.NSURLRequest.requestWithURL_(ns_url))
+
+    def is_visible(self) -> bool:
+        """Return True if the panel is currently on screen."""
+        try:
+            return bool(self._panel is not None and self._panel.isVisible())
+        except Exception:
+            return False
+
+    def show(self) -> None:
+        """Show and focus the panel. Safe to call from any thread."""
+        if self._panel is None:
+            return
+        try:
+            from PyObjCTools import AppHelper  # type: ignore[import-untyped]
+
+            AppHelper.callAfter(self._do_show)
+        except Exception as exc:
+            logger.warning("SpotlightPanel.show() failed: %s", exc)
+
+    def _do_show(self) -> None:
+        """Raise the panel.  Must run on the Cocoa main thread.
+
+        The app is **not** activated — keyboard input is handled by the
+        CGEventTap which intercepts all keystrokes while the panel is
+        visible and injects them into the WKWebView via JavaScript.
+        This gives true Spotlight / Alfred behaviour: the previously-active
+        app keeps focus and the panel simply floats above everything.
+        """
+        if self._panel is None or self._webview is None:
+            return
+        try:
+            self._panel.center()
+            self._panel.orderFrontRegardless()
+
+            # Clear previous results
+            self._webview.evaluateJavaScript_completionHandler_(
+                "(function(){"
+                "var i=document.getElementById('spotlight-input');"
+                "var r=document.getElementById('results');"
+                "if(r)r.innerHTML='';"
+                "if(i){i.value='';}"
+                "})();",
+                None,
+            )
+        except Exception as exc:
+            logger.warning("SpotlightPanel._do_show() failed: %s", exc)
+
+    def forward_key(self, keycode: int, chars: str) -> None:
+        """Inject a keystroke into the WKWebView.  Called from the main thread
+        by the CGEventTap when the panel is visible."""
+        if self._webview is None:
+            return
+
+        _ESCAPE = 53
+        _BACKSPACE = 51
+        _RETURN = 36
+        _ARROW_UP = 126
+        _ARROW_DOWN = 125
+
+        if keycode == _ESCAPE:
+            self._do_hide()
+        elif keycode == _ARROW_DOWN:
+            self._webview.evaluateJavaScript_completionHandler_(
+                "document.dispatchEvent(new KeyboardEvent("
+                "'keydown',{key:'ArrowDown',bubbles:true}));",
+                None,
+            )
+        elif keycode == _ARROW_UP:
+            self._webview.evaluateJavaScript_completionHandler_(
+                "document.dispatchEvent(new KeyboardEvent("
+                "'keydown',{key:'ArrowUp',bubbles:true}));",
+                None,
+            )
+        elif keycode == _RETURN:
+            self._webview.evaluateJavaScript_completionHandler_(
+                "document.dispatchEvent(new KeyboardEvent("
+                "'keydown',{key:'Enter',bubbles:true}));",
+                None,
+            )
+        elif keycode == _BACKSPACE:
+            self._webview.evaluateJavaScript_completionHandler_(
+                "var i=document.getElementById('spotlight-input');"
+                "i.value=i.value.slice(0,-1);"
+                "i.dispatchEvent(new Event('input'));",
+                None,
+            )
+        elif chars:
+            safe = (
+                chars.replace("\\", "\\\\")
+                .replace("'", "\\'")
+                .replace("\n", "")
+                .replace("\r", "")
+            )
+            if safe:
+                self._webview.evaluateJavaScript_completionHandler_(
+                    f"var i=document.getElementById('spotlight-input');"
+                    f"i.value+='{safe}';"
+                    f"i.dispatchEvent(new Event('input'));",
+                    None,
+                )
+
+    def hide(self) -> None:
+        """Hide the panel and deactivate the app. Safe to call from any thread."""
+        if self._panel is None:
+            return
+        try:
+            from PyObjCTools import AppHelper  # type: ignore[import-untyped]
+
+            AppHelper.callAfter(self._do_hide)
+        except Exception as exc:
+            logger.warning("SpotlightPanel.hide() failed: %s", exc)
+
+    def _do_hide(self) -> None:
+        """Hide the panel.  The app was never activated so the previously
+        focused app keeps focus automatically."""
+        if self._panel is None:
+            return
+        try:
+            self._panel.orderOut_(None)
+        except Exception as exc:
+            logger.warning("SpotlightPanel._do_hide() failed: %s", exc)
+
+
+def _parse_pynput_hotkey(hotkey_str: str) -> tuple[int, int] | None:
+    """Parse a pynput-style hotkey string into (modifier_flags, keycode).
+
+    E.g. ``"<cmd>+<shift>+d"`` → ``(kCGEventFlagMaskCommand | kCGEventFlagMaskShift, 2)``.
+
+    Returns ``None`` if the string cannot be parsed.
+    """
+    # Mapping of pynput modifier names to CGEvent modifier flag bits
+    _MOD_MAP: dict[str, int] = {
+        "cmd": 1 << 20,   # kCGEventFlagMaskCommand = 0x00100000
+        "shift": 1 << 17,  # kCGEventFlagMaskShift   = 0x00020000
+        "alt": 1 << 19,   # kCGEventFlagMaskAlternate = 0x00080000
+        "ctrl": 1 << 18,  # kCGEventFlagMaskControl = 0x00040000
+    }
+
+    # macOS virtual keycodes for A-Z (lowercase key name → keycode)
+    _KEY_MAP: dict[str, int] = {
+        "a": 0, "b": 11, "c": 8, "d": 2, "e": 14, "f": 3, "g": 5,
+        "h": 4, "i": 34, "j": 38, "k": 40, "l": 37, "m": 46, "n": 45,
+        "o": 31, "p": 35, "q": 12, "r": 15, "s": 1, "t": 17, "u": 32,
+        "v": 9, "w": 13, "x": 7, "y": 16, "z": 6,
+        "space": 49, "f1": 122, "f2": 120, "f3": 99, "f4": 118,
+        "f5": 96, "f6": 97, "f7": 98, "f8": 100, "f9": 101,
+        "f10": 109, "f11": 103, "f12": 111,
+    }
+
+    # macOS Option+key produces dead-key characters — map them back to base keys.
+    # e.g. Option+D → ∂, Option+S → ß, Option+F → ƒ, etc.
+    _DEADKEY_MAP: dict[str, str] = {
+        "å": "a", "∫": "b", "ç": "c", "∂": "d", "´": "e", "ƒ": "f", "©": "g",
+        "˙": "h", "ˆ": "i", "∆": "j", "˚": "k", "¬": "l", "µ": "m", "˜": "n",
+        "ø": "o", "π": "p", "œ": "q", "®": "r", "ß": "s", "†": "t", "¨": "u",
+        "√": "v", "∑": "w", "≈": "x", "¥": "y", "ω": "z",
+    }
+
+    parts = [p.strip().lower().strip("<>") for p in hotkey_str.split("+")]
+    if not parts:
+        return None
+
+    flags = 0
+    keycode: int | None = None
+    for p in parts:
+        if p in _MOD_MAP:
+            flags |= _MOD_MAP[p]
+        elif p in _KEY_MAP:
+            keycode = _KEY_MAP[p]
+        elif p in _DEADKEY_MAP and _DEADKEY_MAP[p] in _KEY_MAP:
+            keycode = _KEY_MAP[_DEADKEY_MAP[p]]
+        else:
+            logger.warning("Unknown hotkey component: %r", p)
+            return None
+
+    if keycode is None:
+        return None
+    return (flags, keycode)
+
+
 class GlobalHotkeyManager:
-    """Registers and manages a system-wide keyboard shortcut via pynput.
+    """Registers and manages a system-wide keyboard shortcut.
 
-    When the hotkey fires, the DocFinder window is brought to the front
-    and the search input is focused.
+    On macOS, uses a CGEventTap to intercept AND suppress the hotkey event so
+    it never reaches Finder or other apps.  On other platforms, falls back to
+    pynput (passive listener).
+
+    When triggered, shows the SpotlightPanel (macOS) or an in-app overlay
+    (other platforms / fallback).
     """
 
     def __init__(self) -> None:
-        self.window: object | None = None  # set after create_window()
+        self.main_window: object | None = None
+        self.spotlight_panel: SpotlightPanel | None = None
         self._listener = None
+        self._tap = None  # CGEventTap handle (macOS)
+        self._tap_source = None  # CFRunLoopSource (macOS)
+        self._tap_thread: threading.Thread | None = None
 
     def start(self, hotkey: str, enabled: bool = True) -> None:
         """Register the global hotkey. Replaces any previously registered one."""
         self.stop()
         if not enabled or not hotkey:
             return
+
+        if sys.platform == "darwin":
+            self._start_cgeventtap(hotkey)
+        else:
+            self._start_pynput(hotkey)
+
+    def _start_cgeventtap(self, hotkey: str) -> None:
+        """Register a CGEventTap that intercepts and suppresses the hotkey."""
+        parsed = _parse_pynput_hotkey(hotkey)
+        if parsed is None:
+            logger.warning("Could not parse hotkey for CGEventTap: %r", hotkey)
+            self._start_pynput(hotkey)
+            return
+
+        target_flags, target_keycode = parsed
+
+        try:
+            import Quartz  # type: ignore[import-untyped]
+        except ImportError:
+            logger.warning("Quartz not available, falling back to pynput")
+            self._start_pynput(hotkey)
+            return
+
+        # Mask for the modifier flags we care about (ignore caps lock, etc.)
+        MOD_MASK = (
+            (1 << 20)  # Command
+            | (1 << 19)  # Option
+            | (1 << 18)  # Control
+            | (1 << 17)  # Shift
+        )
+
+        # macOS keycode → character (US keyboard layout, unshifted / shifted)
+        _KC_CHARS: dict[int, tuple[str, str]] = {
+            0: ("a", "A"), 1: ("s", "S"), 2: ("d", "D"), 3: ("f", "F"),
+            4: ("h", "H"), 5: ("g", "G"), 6: ("z", "Z"), 7: ("x", "X"),
+            8: ("c", "C"), 9: ("v", "V"), 11: ("b", "B"), 12: ("q", "Q"),
+            13: ("w", "W"), 14: ("e", "E"), 15: ("r", "R"), 16: ("y", "Y"),
+            17: ("t", "T"), 18: ("1", "!"), 19: ("2", "@"), 20: ("3", "#"),
+            21: ("4", "$"), 22: ("6", "^"), 23: ("5", "%"), 24: ("=", "+"),
+            25: ("9", "("), 26: ("7", "&"), 27: ("-", "_"), 28: ("8", "*"),
+            29: ("0", ")"), 30: ("]", "}"), 31: ("o", "O"), 32: ("u", "U"),
+            33: ("[", "{"), 34: ("i", "I"), 35: ("p", "P"), 37: ("l", "L"),
+            38: ("j", "J"), 39: ("'", '"'), 40: ("k", "K"), 41: (";", ":"),
+            42: ("\\", "|"), 43: (",", "<"), 44: ("/", "?"), 45: ("n", "N"),
+            46: ("m", "M"), 47: (".", ">"), 49: (" ", " "), 50: ("`", "~"),
+        }
+        _SHIFT_FLAG = 1 << 17
+
+        def _tap_callback(proxy: object, event_type: int, event: object, refcon: object) -> object:
+            """CGEventTap callback — runs on the tap thread's CFRunLoop.
+
+            When the spotlight panel is NOT visible, only the hotkey is
+            intercepted.  When it IS visible, **all** keystrokes are captured,
+            forwarded to the WKWebView via JS injection, and suppressed so
+            they never reach the previously-focused app.
+            """
+            try:
+                if event_type == Quartz.kCGEventKeyDown:
+                    keycode = Quartz.CGEventGetIntegerValueField(
+                        event, Quartz.kCGKeyboardEventKeycode
+                    )
+                    flags = Quartz.CGEventGetFlags(event) & MOD_MASK
+
+                    # ── Hotkey toggle ──────────────────────────────────────
+                    if keycode == target_keycode and flags == target_flags:
+                        logger.debug("CGEventTap: hotkey intercepted (keycode=%d)", keycode)
+                        try:
+                            from PyObjCTools import AppHelper  # type: ignore[import-untyped]
+
+                            AppHelper.callAfter(self._on_activate)
+                        except Exception:
+                            self._on_activate()
+                        return None
+
+                    # ── Forward all keys while spotlight is visible ────────
+                    if self.spotlight_panel and self.spotlight_panel.is_visible():
+                        # Skip if Cmd or Ctrl are held (allow system shortcuts)
+                        cmd_ctrl = (1 << 20) | (1 << 18)
+                        if flags & cmd_ctrl:
+                            return event
+
+                        # Resolve the typed character from the keycode table.
+                        # This avoids calling AppKit from the tap thread which
+                        # would crash (NSEvent.eventWithCGEvent_ is not
+                        # thread-safe).
+                        pair = _KC_CHARS.get(keycode)
+                        shifted = bool(flags & _SHIFT_FLAG)
+                        chars = pair[1 if shifted else 0] if pair else ""
+
+                        try:
+                            from PyObjCTools import AppHelper  # type: ignore[import-untyped]
+
+                            AppHelper.callAfter(
+                                self.spotlight_panel.forward_key, keycode, chars
+                            )
+                        except Exception:
+                            pass
+                        return None  # suppress
+
+                elif event_type == Quartz.kCGEventTapDisabledByTimeout:
+                    Quartz.CGEventTapEnable(self._tap, True)
+            except Exception as exc:
+                logger.debug("CGEventTap callback error: %s", exc)
+            return event
+
+        tap = Quartz.CGEventTapCreate(
+            Quartz.kCGSessionEventTap,
+            Quartz.kCGHeadInsertEventTap,
+            Quartz.kCGEventTapOptionDefault,  # Active tap — can suppress events
+            Quartz.CGEventMaskBit(Quartz.kCGEventKeyDown),
+            _tap_callback,
+            None,
+        )
+
+        if tap is None:
+            logger.warning(
+                "CGEventTapCreate returned None — Accessibility permission may be required. "
+                "Grant access in System Settings → Privacy & Security → Accessibility."
+            )
+            self._start_pynput(hotkey)
+            return
+
+        self._tap = tap
+        source = Quartz.CFMachPortCreateRunLoopSource(None, tap, 0)
+        self._tap_source = source
+
+        def _run_tap() -> None:
+            loop = Quartz.CFRunLoopGetCurrent()
+            Quartz.CFRunLoopAddSource(loop, source, Quartz.kCFRunLoopCommonModes)
+            Quartz.CGEventTapEnable(tap, True)
+            logger.info("CGEventTap hotkey active: %s", hotkey)
+            Quartz.CFRunLoopRun()
+
+        t = threading.Thread(target=_run_tap, daemon=True, name="CGEventTap")
+        t.start()
+        self._tap_thread = t
+        logger.info("Global hotkey registered via CGEventTap: %s", hotkey)
+
+    def _start_pynput(self, hotkey: str) -> None:
+        """Fallback: register via pynput (passive listener, cannot suppress events)."""
         try:
             from pynput import keyboard  # type: ignore[import-untyped]
 
             self._listener = keyboard.GlobalHotKeys({hotkey: self._on_activate})
             self._listener.daemon = True
             self._listener.start()
-            logger.info("Global hotkey registered: %s", hotkey)
+            logger.info("Global hotkey registered via pynput: %s", hotkey)
         except ImportError:
             logger.warning("pynput is not installed — global hotkey unavailable")
         except Exception as exc:
             logger.warning("Could not register global hotkey '%s': %s", hotkey, exc)
 
     def _on_activate(self) -> None:
-        logger.debug("Global hotkey activated — bringing DocFinder to front")
-        try:
+        """Toggle the spotlight panel or activate the main window overlay."""
+        logger.debug("Global hotkey fired")
+
+        if self.spotlight_panel is not None:
+            if self.spotlight_panel.is_visible():
+                self.spotlight_panel.hide()
+            else:
+                self.spotlight_panel.show()
+        else:
+            # Fallback: activate main window + show CSS overlay
             if sys.platform == "darwin":
                 try:
-                    from AppKit import NSApplication  # type: ignore[import-untyped]
-
-                    NSApplication.sharedApplication().activateIgnoringOtherApps_(True)
-                except ImportError:
-                    pass
-            if self.window:
-                self.window.show()
-                self.window.evaluate_js(
-                    "document.querySelector('[data-tab=\"search\"]').click();"
-                    "setTimeout(()=>document.getElementById('query').focus(),60);"
-                )
-        except Exception as exc:
-            logger.warning("Failed to bring window to front: %s", exc)
+                    import AppKit  # type: ignore[import-untyped]
+
+                    AppKit.NSApplication.sharedApplication().activateIgnoringOtherApps_(True)
+                except Exception as exc:
+                    logger.debug("AppKit activate failed: %s", exc)
+            try:
+                if self.main_window:
+                    self.main_window.evaluate_js("showSpotlightOverlay();")
+            except Exception as exc:
+                logger.warning("Failed to show spotlight overlay: %s", exc)
 
     def stop(self) -> None:
         if self._listener:
@@ -191,6 +618,21 @@ def stop(self) -> None:
             except Exception:
                 pass
             self._listener = None
+        if self._tap is not None:
+            try:
+                import Quartz  # type: ignore[import-untyped]
+
+                Quartz.CGEventTapEnable(self._tap, False)
+                if self._tap_source is not None:
+                    # Stop the run loop so the thread exits
+                    Quartz.CFRunLoopStop(
+                        Quartz.CFRunLoopGetMain()
+                    )
+            except Exception:
+                pass
+            self._tap = None
+            self._tap_source = None
+            self._tap_thread = None
 
     def reload(self, hotkey: str, enabled: bool = True) -> None:
         """Stop the current listener and register a new hotkey."""
@@ -206,6 +648,7 @@ class DesktopApi:
     def __init__(self) -> None:
         self.window: object | None = None
         self._hotkey_manager: GlobalHotkeyManager | None = None
+        self._spotlight_panel: SpotlightPanel | None = None
 
     def pick_folder(self) -> str | None:
         """Open the native folder picker and return the selected absolute path, or None."""
@@ -220,6 +663,16 @@ def pick_folder(self) -> str | None:
             logger.warning("Folder picker dialog failed: %s", exc)
             return None
 
+    def show_spotlight(self) -> None:
+        """Show the spotlight panel (callable from in-app JS)."""
+        if self._hotkey_manager:
+            self._hotkey_manager._on_activate()
+
+    def hide_spotlight(self) -> None:
+        """Hide the spotlight panel (pywebview fallback for non-macOS or older builds)."""
+        if self._spotlight_panel:
+            self._spotlight_panel.hide()
+
     def reload_hotkey(self) -> None:
         """Re-read settings from disk and apply the hotkey immediately."""
         if self._hotkey_manager is None:
@@ -317,12 +770,12 @@ def main() -> None:
             except Exception as exc:
                 logger.debug("Could not set macOS dock icon: %s", exc)
 
-        # ── Desktop API (folder picker + hotkey reload) ──────────────────────
+        # ── Desktop API (folder picker + hotkey + spotlight) ─────────────────
         desktop_api = DesktopApi()
         hotkey_manager = GlobalHotkeyManager()
         desktop_api._hotkey_manager = hotkey_manager
 
-        # ── Window creation ──────────────────────────────────────────────────
+        # ── Main window ──────────────────────────────────────────────────────
         window_kwargs: dict = {
             "title": "DocFinder",
             "url": url,
@@ -351,9 +804,16 @@ def main() -> None:
             window_kwargs.pop("icon", None)
             window = webview.create_window(**window_kwargs)
 
-        # Wire window references
+        # ── Spotlight panel (macOS: native NSPanel; other platforms: fallback) ─
+        spotlight_panel: SpotlightPanel | None = None
+        if sys.platform == "darwin":
+            spotlight_panel = SpotlightPanel(f"{url}/spotlight")
+
+        # Wire references
         desktop_api.window = window
-        hotkey_manager.window = window
+        desktop_api._spotlight_panel = spotlight_panel
+        hotkey_manager.main_window = window
+        hotkey_manager.spotlight_panel = spotlight_panel
 
         def on_closed() -> None:
             logger.info("Window closed, shutting down...")
@@ -362,13 +822,23 @@ def on_closed() -> None:
 
         window.events.closed += on_closed
 
-        # ── Start global hotkey after webview is ready ───────────────────────
+        # ── Start global hotkey after webview is ready ────────────────────────
+        # NOTE: webview.start(func=...) runs func in a background thread, NOT on
+        # the Cocoa main thread.  NSPanel/WKWebView creation MUST happen on the
+        # main thread, so we dispatch setup() via AppHelper.callAfter.
         def _on_webview_started() -> None:
             settings = load_settings()
             hotkey_manager.start(
                 settings.get("hotkey", ""),
                 settings.get("hotkey_enabled", True),
             )
+            if spotlight_panel is not None:
+                try:
+                    from PyObjCTools import AppHelper  # type: ignore[import-untyped]
+
+                    AppHelper.callAfter(spotlight_panel.setup)
+                except Exception as exc:
+                    logger.warning("Could not schedule SpotlightPanel.setup: %s", exc)
 
         logger.info("Starting webview window...")
         webview.start(private_mode=False, func=_on_webview_started)
diff --git a/src/docfinder/index/indexer.py b/src/docfinder/index/indexer.py
index bee397f..5ca8700 100644
--- a/src/docfinder/index/indexer.py
+++ b/src/docfinder/index/indexer.py
@@ -12,14 +12,25 @@
 from docfinder.index.storage import SQLiteVectorStore
 from docfinder.ingestion.pdf_loader import build_chunks
 from docfinder.models import DocumentMetadata
-from docfinder.utils.files import compute_sha256, iter_pdf_paths
+from docfinder.utils.files import compute_sha256, iter_document_paths
 
 LOGGER = logging.getLogger(__name__)
 
 
+def find_documents(
+    paths: Sequence[Path],
+    exclude: frozenset[str] | None = None,
+) -> list[Path]:
+    """Find all supported documents under the given paths, honouring exclusions."""
+    docs = list(iter_document_paths(paths))
+    if exclude:
+        docs = [p for p in docs if str(p) not in exclude]
+    return docs
+
+
+# Keep old name as alias so existing tests don't break
 def find_pdfs(paths: Sequence[Path]) -> list[Path]:
-    """Find all PDF files under the given paths."""
-    return list(iter_pdf_paths(paths))
+    return [p for p in find_documents(paths) if p.suffix.lower() == ".pdf"]
 
 
 @dataclass(slots=True)
@@ -52,25 +63,32 @@ def __init__(
         *,
         chunk_chars: int = 1200,
         overlap: int = 200,
+        embed_batch_size: int | None = None,
         progress_callback: Callable[[int, int, str], None] | None = None,
     ) -> None:
         self.embedder = embedder
         self.store = store
         self.chunk_chars = chunk_chars
         self.overlap = overlap
+        self.embed_batch_size = embed_batch_size
         self.progress_callback = progress_callback
 
-    def index(self, paths: Sequence[Path]) -> IndexStats:
-        """Index all PDFs found under the given paths."""
-        pdf_files = find_pdfs(paths)
-        if not pdf_files:
-            LOGGER.warning("No PDF files found")
+    def index(
+        self,
+        paths: Sequence[Path],
+        *,
+        exclude_paths: frozenset[str] | None = None,
+    ) -> IndexStats:
+        """Index all supported documents found under the given paths."""
+        doc_files = find_documents(paths, exclude_paths)
+        if not doc_files:
+            LOGGER.warning("No supported documents found")
             return IndexStats()
 
-        total = len(pdf_files)
+        total = len(doc_files)
         stats = IndexStats()
 
-        for i, path in enumerate(pdf_files):
+        for i, path in enumerate(doc_files):
             if self.progress_callback:
                 self.progress_callback(i, total, str(path))
             try:
@@ -89,13 +107,11 @@ def index(self, paths: Sequence[Path]) -> IndexStats:
         return stats
 
     def _index_single(self, path: Path) -> str:
-        """Index a single PDF file."""
+        """Index a single document file."""
         import itertools
 
-        # Create generator
         chunk_gen = build_chunks(path, max_chars=self.chunk_chars, overlap=self.overlap)
 
-        # Peek at first chunk to get metadata and ensure we have content
         try:
             first_chunk = next(chunk_gen)
         except StopIteration:
@@ -112,28 +128,29 @@ def _index_single(self, path: Path) -> str:
             size=stat.st_size,
         )
 
-        # Use a transaction for the whole document update
         with self.store.transaction():
             doc_id, status = self.store.init_document(document)
             if status == "skipped":
                 return status
 
-            # Process chunks in batches
             batch_size = 64
             current_batch = []
 
-            # Chain the first chunk back with the rest
             for chunk in itertools.chain([first_chunk], chunk_gen):
                 current_batch.append(chunk)
-
                 if len(current_batch) >= batch_size:
-                    embeddings = self.embedder.embed([c.text for c in current_batch])
+                    embeddings = self.embedder.embed(
+                        [c.text for c in current_batch],
+                        batch_size=self.embed_batch_size,
+                    )
                     self.store.insert_chunks(doc_id, current_batch, embeddings)
                     current_batch = []
 
-            # Process remaining chunks
             if current_batch:
-                embeddings = self.embedder.embed([c.text for c in current_batch])
+                embeddings = self.embedder.embed(
+                    [c.text for c in current_batch],
+                    batch_size=self.embed_batch_size,
+                )
                 self.store.insert_chunks(doc_id, current_batch, embeddings)
 
         return status
diff --git a/src/docfinder/ingestion/pdf_loader.py b/src/docfinder/ingestion/pdf_loader.py
index 37c0836..0cb36a0 100644
--- a/src/docfinder/ingestion/pdf_loader.py
+++ b/src/docfinder/ingestion/pdf_loader.py
@@ -1,12 +1,13 @@
-"""PDF loading and chunking utilities.
+"""Document loading and chunking utilities.
 
-Uses PyMuPDF (fitz) for fast PDF text extraction.
-PyMuPDF is typically 2-10x faster than pypdf for text extraction.
+Supports PDF (via PyMuPDF), plain text (.txt), Markdown (.md),
+and Word documents (.docx, requires python-docx).
 """
 
 from __future__ import annotations
 
 import logging
+import re
 from pathlib import Path
 from typing import Dict, Iterable, Iterator
 
@@ -18,11 +19,10 @@
 LOGGER = logging.getLogger(__name__)
 
 
-def iter_text_parts(path: Path) -> Iterator[str]:
-    """Yield text content from a PDF file page by page.
+# ── PDF ───────────────────────────────────────────────────────────────────────
 
-    Uses PyMuPDF for faster text extraction compared to pypdf.
-    """
+def iter_text_parts(path: Path) -> Iterator[str]:
+    """Yield text content from a PDF file, page by page."""
     try:
         doc = fitz.open(path)
     except Exception as exc:
@@ -34,47 +34,115 @@ def iter_text_parts(path: Path) -> Iterator[str]:
             try:
                 page = doc[index]
                 text = page.get_text() or ""
-                # Normalize whitespace per page to keep it consistent with previous behavior
-                # We add a newline to separate pages.
                 normalized = normalize_whitespace([text])
                 if normalized:
                     yield normalized + "\n"
-            except Exception as exc:  # pragma: no cover - defensive path
+            except Exception as exc:  # pragma: no cover
                 LOGGER.warning("Failed to read page %s in %s: %s", index, path, exc)
     finally:
         doc.close()
 
 
 def get_pdf_metadata(path: Path) -> Dict[str, str]:
-    """Extract metadata from a PDF file using PyMuPDF."""
+    """Extract title and page count from a PDF."""
     doc = fitz.open(path)
     try:
         metadata = doc.metadata or {}
         title = metadata.get("title") or path.stem
-        page_count = len(doc)
-        return {
-            "title": title,
-            "page_count": str(page_count),
-        }
+        return {"title": title, "page_count": str(len(doc))}
     finally:
         doc.close()
 
 
-def build_chunks(path: Path, *, max_chars: int = 1200, overlap: int = 200) -> Iterable[ChunkRecord]:
-    """Produce chunk records for a PDF path lazily."""
-    # We need metadata first for the chunks
+# ── Plain text ────────────────────────────────────────────────────────────────
+
+def iter_text_parts_txt(path: Path) -> Iterator[str]:
+    """Yield the full content of a .txt file as a single string."""
+    try:
+        yield path.read_text(encoding="utf-8", errors="replace")
+    except Exception as exc:
+        LOGGER.error("Failed to read %s: %s", path, exc)
+
+
+# ── Markdown ──────────────────────────────────────────────────────────────────
+
+_MD_HEADING   = re.compile(r"^#{1,6}\s+", re.MULTILINE)
+_MD_BOLD_ITAL = re.compile(r"\*{1,3}([^*\n]+)\*{1,3}")
+_MD_CODE      = re.compile(r"`{1,3}[^`]*`{1,3}", re.DOTALL)
+_MD_IMAGE     = re.compile(r"!\[.*?\]\([^)]*\)")
+_MD_LINK      = re.compile(r"\[([^\]]+)\]\([^)]+\)")
+_MD_HR        = re.compile(r"^[-*_]{3,}\s*$", re.MULTILINE)
+
+
+def iter_text_parts_md(path: Path) -> Iterator[str]:
+    """Yield plain text extracted from a Markdown file."""
+    try:
+        text = path.read_text(encoding="utf-8", errors="replace")
+        text = _MD_HEADING.sub("", text)
+        text = _MD_CODE.sub("", text)
+        text = _MD_IMAGE.sub("", text)
+        text = _MD_LINK.sub(r"\1", text)
+        text = _MD_BOLD_ITAL.sub(r"\1", text)
+        text = _MD_HR.sub("", text)
+        yield text
+    except Exception as exc:
+        LOGGER.error("Failed to read %s: %s", path, exc)
+
+
+# ── Word (.docx) ──────────────────────────────────────────────────────────────
+
+def iter_text_parts_docx(path: Path) -> Iterator[str]:
+    """Yield paragraph text from a .docx file (requires python-docx)."""
     try:
-        meta = get_pdf_metadata(path)
-    except Exception as e:
-        LOGGER.error(f"Failed to read metadata for {path}: {e}")
+        from docx import Document  # type: ignore[import-untyped]
+    except ImportError:
+        LOGGER.warning(
+            "python-docx not installed — cannot index .docx files. "
+            "Install with: pip install python-docx"
+        )
         return
+    try:
+        doc = Document(str(path))
+        for para in doc.paragraphs:
+            stripped = para.text.strip()
+            if stripped:
+                yield stripped + "\n"
+    except Exception as exc:
+        LOGGER.error("Failed to read %s: %s", path, exc)
+
 
-    text_stream = iter_text_parts(path)
+# ── Dispatcher ────────────────────────────────────────────────────────────────
 
-    # Use the streaming chunker
-    # Note: chunk_text_stream needs to be imported or available
+def _iter_text_by_suffix(path: Path) -> Iterator[str]:
+    suffix = path.suffix.lower()
+    if suffix == ".pdf":
+        yield from iter_text_parts(path)
+    elif suffix == ".txt":
+        yield from iter_text_parts_txt(path)
+    elif suffix == ".md":
+        yield from iter_text_parts_md(path)
+    elif suffix == ".docx":
+        yield from iter_text_parts_docx(path)
+    else:
+        LOGGER.warning("Unsupported file type: %s", path.suffix)
+
+
+def _get_title(path: Path) -> str:
+    if path.suffix.lower() == ".pdf":
+        try:
+            return get_pdf_metadata(path).get("title", path.stem)
+        except Exception:
+            pass
+    return path.stem
+
+
+def build_chunks(path: Path, *, max_chars: int = 1200, overlap: int = 200) -> Iterable[ChunkRecord]:
+    """Produce overlapping chunk records for any supported document type."""
     from docfinder.utils.text import chunk_text_stream
 
+    title = _get_title(path)
+    text_stream = _iter_text_by_suffix(path)
+
     for idx, chunk in enumerate(
         chunk_text_stream(text_stream, max_chars=max_chars, overlap=overlap)
     ):
@@ -82,8 +150,5 @@ def build_chunks(path: Path, *, max_chars: int = 1200, overlap: int = 200) -> It
             document_path=path,
             index=idx,
             text=chunk,
-            metadata={
-                "page_span": meta.get("page_count", ""),
-                "title": meta.get("title", path.stem),
-            },
+            metadata={"title": title},
         )
diff --git a/src/docfinder/settings.py b/src/docfinder/settings.py
index 8551fea..aceeabb 100644
--- a/src/docfinder/settings.py
+++ b/src/docfinder/settings.py
@@ -27,8 +27,11 @@ def get_settings_path() -> Path:
 
 
 def _default_hotkey() -> str:
-    """Return a platform-appropriate default global hotkey string (pynput format)."""
-    return "<cmd>+<shift>+f" if sys.platform == "darwin" else "<ctrl>+<shift>+f"
+    """Return a platform-appropriate default global hotkey string (pynput format).
+
+    Uses Option+D (⌥D) which is free on all platforms and easy to press.
+    """
+    return "<alt>+d"
 
 
 _DEFAULTS: dict = {
diff --git a/src/docfinder/utils/files.py b/src/docfinder/utils/files.py
index 2ff2172..3fce0e4 100644
--- a/src/docfinder/utils/files.py
+++ b/src/docfinder/utils/files.py
@@ -6,12 +6,26 @@
 from pathlib import Path
 from typing import Iterable, Iterator
 
+SUPPORTED_EXTENSIONS: frozenset[str] = frozenset({".pdf", ".txt", ".md", ".docx"})
+
+
+def iter_document_paths(inputs: Iterable[Path]) -> Iterator[Path]:
+    """Yield supported document paths from input paths, descending into directories."""
+    for item in inputs:
+        if item.is_dir():
+            yield from sorted(
+                p for p in item.rglob("*")
+                if p.is_file() and p.suffix.lower() in SUPPORTED_EXTENSIONS
+            )
+        elif item.is_file() and item.suffix.lower() in SUPPORTED_EXTENSIONS:
+            yield item
+
 
 def iter_pdf_paths(inputs: Iterable[Path]) -> Iterator[Path]:
-    """Yield PDF paths from input paths, descending into directories."""
+    """Yield PDF paths from input paths (kept for backward compatibility)."""
     for item in inputs:
         if item.is_dir():
-            yield from iter_pdf_paths(sorted(child for child in item.rglob("*.pdf")))
+            yield from sorted(p for p in item.rglob("*.pdf") if p.is_file())
         elif item.is_file() and item.suffix.lower() == ".pdf":
             yield item
 
diff --git a/src/docfinder/web/app.py b/src/docfinder/web/app.py
index dbfd3ea..d68d600 100644
--- a/src/docfinder/web/app.py
+++ b/src/docfinder/web/app.py
@@ -47,6 +47,15 @@ def _get_embedder() -> EmbeddingModel:
 # ── Async indexing job registry ───────────────────────────────────────────────
 _index_jobs: dict[str, dict] = {}
 
+# ── GUI callback registry (set by the desktop GUI layer, not used in web mode) ─
+_spotlight_hide_callback: object = None  # callable | None
+
+
+def register_spotlight_hide_callback(callback: object) -> None:
+    """Register a callable that hides the spotlight panel (called by gui.py)."""
+    global _spotlight_hide_callback
+    _spotlight_hide_callback = callback
+
 
 @asynccontextmanager
 async def lifespan(app: FastAPI):
@@ -87,6 +96,7 @@ class IndexPayload(BaseModel):
     model: str | None = None
     chunk_chars: int | None = None
     overlap: int | None = None
+    exclude_paths: List[str] = []
 
 
 class SettingsPayload(BaseModel):
@@ -145,6 +155,15 @@ async def open_document(payload: OpenRequest) -> dict[str, str]:
     return {"status": "ok"}
 
 
+@app.post("/gui/spotlight/hide", include_in_schema=False)
+async def spotlight_hide() -> dict[str, str]:
+    """Signal the native SpotlightPanel to hide (called by spotlight.html JS)."""
+    cb = _spotlight_hide_callback
+    if cb is not None:
+        await asyncio.to_thread(cb)  # type: ignore[arg-type]
+    return {"status": "ok"}
+
+
 @app.get("/documents")
 async def list_documents(db: Path | None = None) -> dict[str, Any]:
     """List all indexed documents in the database."""
@@ -247,13 +266,27 @@ async def update_settings(payload: SettingsPayload) -> dict:
     return current
 
 
+def _compute_embed_batch_size() -> int:
+    """Choose embedding batch size based on available RAM to avoid OOM."""
+    info = _get_memory_info()
+    available = info.get("available_mb")
+    if available is None or available >= 4096:
+        return 32
+    elif available >= 2048:
+        return 16
+    else:
+        return 8
+
+
 def _run_index_job(
     paths: List[Path],
     config: AppConfig,
     resolved_db: Path,
     job: dict | None = None,
+    exclude_paths: frozenset[str] | None = None,
 ) -> dict[str, Any]:
     embedder = _get_embedder()
+    embed_batch_size = _compute_embed_batch_size()
 
     def _progress(processed: int, total: int, current_file: str) -> None:
         if job is not None:
@@ -267,10 +300,11 @@ def _progress(processed: int, total: int, current_file: str) -> None:
         store,
         chunk_chars=config.chunk_chars,
         overlap=config.overlap,
+        embed_batch_size=embed_batch_size,
         progress_callback=_progress,
     )
     try:
-        stats = indexer.index(paths)
+        stats = indexer.index(paths, exclude_paths=exclude_paths)
     finally:
         store.close()
 
@@ -283,13 +317,85 @@ def _progress(processed: int, total: int, current_file: str) -> None:
     }
 
 
-def _validate_index_paths(payload: "IndexPayload") -> List[Path]:
-    """Validate and resolve paths from an IndexPayload. Raises HTTPException on error."""
+def _get_memory_info() -> dict[str, Any]:
+    """Return available and total RAM in MB using platform-native methods. No extra deps."""
+    try:
+        import psutil  # optional – used if installed
+
+        vm = psutil.virtual_memory()
+        return {
+            "available_mb": vm.available // (1024 * 1024),
+            "total_mb": vm.total // (1024 * 1024),
+        }
+    except ImportError:
+        pass
+
+    if sys.platform == "darwin":
+        try:
+            import subprocess as _sp
+
+            total = int(_sp.check_output(["sysctl", "-n", "hw.memsize"]).strip())
+            vm_out = _sp.check_output(["vm_stat"]).decode()
+            free_pages = inactive_pages = 0
+            for line in vm_out.splitlines():
+                if line.startswith("Pages free:"):
+                    free_pages = int(line.split(":")[1].strip().rstrip("."))
+                elif line.startswith("Pages inactive:"):
+                    inactive_pages = int(line.split(":")[1].strip().rstrip("."))
+            available = (free_pages + inactive_pages) * 4096
+            return {"available_mb": available // (1024 * 1024), "total_mb": total // (1024 * 1024)}
+        except Exception:
+            pass
+    elif sys.platform.startswith("linux"):
+        try:
+            meminfo: dict[str, int] = {}
+            with open("/proc/meminfo") as _f:
+                for line in _f:
+                    k, v = line.split(":")
+                    meminfo[k.strip()] = int(v.strip().split()[0])  # kB
+            return {
+                "available_mb": meminfo.get("MemAvailable", meminfo.get("MemFree", 0)) // 1024,
+                "total_mb": meminfo.get("MemTotal", 0) // 1024,
+            }
+        except Exception:
+            pass
+    elif sys.platform == "win32":
+        try:
+            import ctypes
+
+            class _MemStatEx(ctypes.Structure):
+                _fields_ = [
+                    ("dwLength", ctypes.c_ulong),
+                    ("dwMemoryLoad", ctypes.c_ulong),
+                    ("ullTotalPhys", ctypes.c_ulonglong),
+                    ("ullAvailPhys", ctypes.c_ulonglong),
+                    ("ullTotalPageFile", ctypes.c_ulonglong),
+                    ("ullAvailPageFile", ctypes.c_ulonglong),
+                    ("ullTotalVirtual", ctypes.c_ulonglong),
+                    ("ullAvailVirtual", ctypes.c_ulonglong),
+                    ("sullAvailExtendedVirtual", ctypes.c_ulonglong),
+                ]
+
+            stat = _MemStatEx()
+            stat.dwLength = ctypes.sizeof(stat)
+            ctypes.windll.kernel32.GlobalMemoryStatusEx(ctypes.byref(stat))  # type: ignore[attr-defined]
+            return {
+                "available_mb": stat.ullAvailPhys // (1024 * 1024),
+                "total_mb": stat.ullTotalPhys // (1024 * 1024),
+            }
+        except Exception:
+            pass
+
+    return {"available_mb": None, "total_mb": None}
+
+
+def _validate_paths(paths: List[str]) -> List[Path]:
+    """Validate and resolve a list of raw path strings. Raises HTTPException on error."""
     logger = logging.getLogger(__name__)
     safe_base_dir = Path(os.path.realpath(str(Path.home())))
     resolved_paths: List[Path] = []
 
-    for p in payload.paths:
+    for p in paths:
         clean_path = p.strip().replace("\r", "").replace("\n", "")
         if not clean_path:
             continue
@@ -343,7 +449,7 @@ async def index_documents(payload: IndexPayload) -> dict[str, Any]:
     resolved_db = config.resolve_db_path(Path.cwd())
     _ensure_db_parent(resolved_db)
 
-    resolved_paths = _validate_index_paths(payload)
+    resolved_paths = _validate_paths(payload.paths)
 
     job_id = str(uuid.uuid4())
     job: dict[str, Any] = {
@@ -357,10 +463,14 @@ async def index_documents(payload: IndexPayload) -> dict[str, Any]:
     }
     _index_jobs[job_id] = job
 
+    exclude: frozenset[str] | None = (
+        frozenset(payload.exclude_paths) if payload.exclude_paths else None
+    )
+
     async def _run() -> None:
         try:
             result = await asyncio.to_thread(
-                _run_index_job, resolved_paths, config, resolved_db, job
+                _run_index_job, resolved_paths, config, resolved_db, job, exclude
             )
             job["status"] = "complete"
             job["stats"] = result
@@ -380,3 +490,50 @@ async def get_index_status(job_id: str) -> dict[str, Any]:
     if job is None:
         raise HTTPException(status_code=404, detail="Job not found")
     return job
+
+
+@app.get("/system/info")
+async def get_system_info() -> dict[str, Any]:
+    """Return available and total RAM in MB for the host machine."""
+    return await asyncio.to_thread(_get_memory_info)
+
+
+class ScanPayload(BaseModel):
+    paths: List[str]
+
+
+@app.post("/index/scan")
+async def scan_index_paths(payload: ScanPayload) -> dict[str, Any]:
+    """Scan paths for PDFs and return file stats without indexing."""
+    if not payload.paths:
+        raise HTTPException(status_code=400, detail="No path provided")
+
+    resolved_paths = _validate_paths(payload.paths)
+
+    _LARGE_FILE_BYTES = 100 * 1024 * 1024  # 100 MB
+
+    def _scan() -> dict[str, Any]:
+        from docfinder.utils.files import iter_document_paths
+
+        docs = list(iter_document_paths(resolved_paths))
+        total_size = 0
+        large_files: list[dict[str, Any]] = []
+        by_type: dict[str, int] = {}
+        for f in docs:
+            ext = f.suffix.lower()
+            by_type[ext] = by_type.get(ext, 0) + 1
+            try:
+                size = f.stat().st_size
+                total_size += size
+                if size >= _LARGE_FILE_BYTES:
+                    large_files.append({"name": f.name, "path": str(f), "size_bytes": size})
+            except OSError:
+                pass
+        return {
+            "file_count": len(docs),
+            "total_size_bytes": total_size,
+            "large_files": large_files,
+            "by_type": by_type,
+        }
+
+    return await asyncio.to_thread(_scan)
diff --git a/src/docfinder/web/frontend.py b/src/docfinder/web/frontend.py
index 2f32e17..581a1db 100644
--- a/src/docfinder/web/frontend.py
+++ b/src/docfinder/web/frontend.py
@@ -10,12 +10,16 @@
 router = APIRouter()
 
 
-def _load_template() -> str:
-    template = files("docfinder.web").joinpath("templates", "index.html")
+def _load_template(name: str) -> str:
+    template = files("docfinder.web").joinpath("templates", name)
     return template.read_text(encoding="utf-8")
 
 
 @router.get("/", response_class=HTMLResponse)
 async def index() -> HTMLResponse:
-    html = _load_template()
-    return HTMLResponse(content=html)
+    return HTMLResponse(content=_load_template("index.html"))
+
+
+@router.get("/spotlight", response_class=HTMLResponse)
+async def spotlight() -> HTMLResponse:
+    return HTMLResponse(content=_load_template("spotlight.html"))
diff --git a/src/docfinder/web/templates/index.html b/src/docfinder/web/templates/index.html
index 58a8d91..a6f91e4 100644
--- a/src/docfinder/web/templates/index.html
+++ b/src/docfinder/web/templates/index.html
@@ -157,6 +157,135 @@
         box-shadow: var(--shadow-xs);
       }
 
+      /* ── Spotlight overlay ───────────────────────────────────────────────── */
+      #spotlight-overlay {
+        display: none;
+        position: fixed;
+        inset: 0;
+        z-index: 9999;
+        background: rgba(0, 0, 0, 0.55);
+        backdrop-filter: blur(4px);
+        -webkit-backdrop-filter: blur(4px);
+        align-items: flex-start;
+        justify-content: center;
+        padding-top: 15vh;
+      }
+      #spotlight-overlay.visible { display: flex; }
+
+      .spotlight-box {
+        width: 660px;
+        max-width: 92vw;
+        background: rgba(22, 27, 42, 0.97);
+        border: 1px solid rgba(255,255,255,0.10);
+        border-radius: 16px;
+        overflow: hidden;
+        box-shadow: 0 32px 80px rgba(0,0,0,0.6), 0 4px 16px rgba(0,0,0,0.4);
+        display: flex;
+        flex-direction: column;
+      }
+
+      .spotlight-search-bar {
+        display: flex;
+        align-items: center;
+        padding: 0 18px;
+        height: 66px;
+        gap: 14px;
+        border-bottom: 1px solid rgba(255,255,255,0.07);
+        flex-shrink: 0;
+      }
+      .spotlight-search-icon { color: rgba(255,255,255,0.35); flex-shrink: 0; }
+
+      #spotlight-input {
+        flex: 1;
+        background: none;
+        border: none;
+        outline: none;
+        font-size: 1.25rem;
+        font-weight: 400;
+        color: rgba(255,255,255,0.92);
+        caret-color: #60a5fa;
+        font-family: inherit;
+      }
+      #spotlight-input::placeholder { color: rgba(255,255,255,0.25); }
+
+      .spotlight-spinner {
+        width: 16px; height: 16px;
+        border: 2px solid rgba(255,255,255,0.12);
+        border-top-color: #60a5fa;
+        border-radius: 50%;
+        animation: spin 0.7s linear infinite;
+        flex-shrink: 0;
+        display: none;
+      }
+      .spotlight-spinner.active { display: block; }
+
+      #spotlight-results {
+        overflow-y: auto;
+        max-height: 420px;
+        padding: 6px 0;
+      }
+      #spotlight-results::-webkit-scrollbar { width: 4px; }
+      #spotlight-results::-webkit-scrollbar-track { background: transparent; }
+      #spotlight-results::-webkit-scrollbar-thumb {
+        background: rgba(255,255,255,0.12); border-radius: 2px;
+      }
+
+      .sl-result-item {
+        display: flex;
+        flex-direction: column;
+        padding: 10px 18px;
+        cursor: pointer;
+        gap: 3px;
+        transition: background 0.1s;
+        border-left: 3px solid transparent;
+      }
+      .sl-result-item.active, .sl-result-item:hover {
+        background: rgba(96,165,250,0.12);
+        border-left-color: #60a5fa;
+      }
+      .sl-result-title {
+        font-size: 0.9rem; font-weight: 500;
+        color: rgba(255,255,255,0.9);
+        white-space: nowrap; overflow: hidden; text-overflow: ellipsis;
+      }
+      .sl-result-snippet {
+        font-size: 0.77rem; color: rgba(255,255,255,0.38);
+        line-height: 1.4;
+        display: -webkit-box; -webkit-line-clamp: 2;
+        -webkit-box-orient: vertical; overflow: hidden;
+      }
+      .sl-result-meta {
+        display: flex; align-items: center; gap: 10px; margin-top: 1px;
+      }
+      .sl-result-type {
+        font-size: 0.66rem; padding: 1px 5px; border-radius: 3px;
+        background: rgba(255,255,255,0.07); color: rgba(255,255,255,0.35);
+        text-transform: uppercase; letter-spacing: 0.04em; flex-shrink: 0;
+      }
+      .sl-result-path {
+        font-size: 0.7rem; color: rgba(255,255,255,0.22);
+        overflow: hidden; text-overflow: ellipsis; white-space: nowrap; flex: 1;
+      }
+      .sl-result-score {
+        font-size: 0.68rem; color: rgba(96,165,250,0.6);
+        flex-shrink: 0; font-variant-numeric: tabular-nums;
+      }
+      .sl-empty {
+        padding: 28px 20px; text-align: center;
+        color: rgba(255,255,255,0.22); font-size: 0.88rem;
+      }
+      .spotlight-hint-bar {
+        display: flex; justify-content: space-between;
+        padding: 7px 18px; font-size: 0.7rem;
+        color: rgba(255,255,255,0.18);
+        border-top: 1px solid rgba(255,255,255,0.05); flex-shrink: 0;
+      }
+      .spotlight-hint-bar kbd {
+        background: rgba(255,255,255,0.08); border-radius: 3px;
+        padding: 1px 5px; font-family: inherit; font-size: 0.68rem;
+      }
+
+
       /* ── Main layout ──────────────────────────────────────────────────────── */
       main {
         max-width: 1100px;
@@ -800,6 +929,56 @@
         line-height: 1.5;
       }
 
+      /* ── Folder live preview ──────────────────────────────────────────────── */
+      .folder-preview {
+        display: flex;
+        align-items: flex-start;
+        gap: 0.5rem;
+        margin-top: 0.6rem;
+        padding: 0.5rem 0.75rem;
+        background: var(--primary-light);
+        border-radius: var(--radius-xs);
+        font-size: 0.85rem;
+        color: var(--text-muted);
+        line-height: 1.4;
+      }
+
+      /* ── Warn file exclusion rows ─────────────────────────────────────────── */
+      .warn-file-row {
+        display: flex;
+        align-items: center;
+        gap: 0.5rem;
+        padding: 0.35rem 0.5rem;
+        border-radius: var(--radius-xs);
+        font-size: 0.82rem;
+        cursor: pointer;
+        user-select: none;
+      }
+
+      .warn-file-row:hover { background: var(--bg); }
+      .warn-file-name { flex: 1; overflow: hidden; text-overflow: ellipsis; white-space: nowrap; }
+      .warn-file-size { color: var(--text-muted); flex-shrink: 0; }
+
+      /* ── Index warning list ───────────────────────────────────────────────── */
+      .warn-list {
+        list-style: none;
+        margin: 0.6rem 0 0;
+        padding: 0;
+        display: flex;
+        flex-direction: column;
+        gap: 0.4rem;
+      }
+
+      .warn-list li {
+        padding: 0.5rem 0.75rem;
+        background: rgba(217, 119, 6, 0.1);
+        border-left: 3px solid var(--warning);
+        border-radius: var(--radius-xs);
+        font-size: 0.875rem;
+        color: var(--text);
+        line-height: 1.45;
+      }
+
       /* ── Responsive ───────────────────────────────────────────────────────── */
       @media (max-width: 640px) {
         .header-content { flex-wrap: wrap; height: auto; padding: 0.6rem 1rem; gap: 0.5rem; }
@@ -813,6 +992,28 @@
     </style>
   </head>
   <body>
+    <!-- ── Spotlight overlay ──────────────────────────────────────────────── -->
+    <div id="spotlight-overlay" role="dialog" aria-modal="true" aria-label="Quick Search">
+      <div class="spotlight-box">
+        <div class="spotlight-search-bar">
+          <span class="spotlight-search-icon">
+            <svg width="20" height="20" viewBox="0 0 20 20" fill="none">
+              <circle cx="9" cy="9" r="5.5" stroke="currentColor" stroke-width="1.7"/>
+              <path d="M13.5 13.5L17 17" stroke="currentColor" stroke-width="1.7" stroke-linecap="round"/>
+            </svg>
+          </span>
+          <input id="spotlight-input" type="text" placeholder="Search your documents… (min 3 chars)"
+            autocomplete="off" spellcheck="false"/>
+          <div id="spotlight-spinner" class="spotlight-spinner"></div>
+        </div>
+        <div id="spotlight-results"></div>
+        <div class="spotlight-hint-bar">
+          <span><kbd>↑↓</kbd> navigate · <kbd>↵</kbd> open · <kbd>Esc</kbd> close</span>
+          <span>DocFinder</span>
+        </div>
+      </div>
+    </div>
+
     <header>
       <div class="header-content">
         <div class="logo">
@@ -862,7 +1063,7 @@ <h1>DocFinder</h1>
                 id="query"
                 type="text"
                 class="search-input"
-                placeholder="Search your documents… (⌘K)"
+                placeholder="Search your documents… (⌥D)"
                 autocomplete="off"
                 spellcheck="false"
                 required
@@ -901,6 +1102,7 @@ <h2 class="card-title">
               Index
             </button>
           </form>
+          <div id="folder-preview" class="folder-preview" style="display:none;"></div>
           <div id="index-status" style="margin-top: 1rem;"></div>
         </div>
 
@@ -1032,9 +1234,37 @@ <h3 class="modal-title">Confirm deletion</h3>
       </div>
     </div>
 
+    <!-- ── Index warning modal ───────────────────────────────────────────────── -->
+    <div id="index-warn-modal" class="modal-overlay" role="dialog" aria-modal="true">
+      <div class="modal">
+        <h3 class="modal-title">Before you index</h3>
+        <ul id="index-warn-list" class="warn-list"></ul>
+        <div id="warn-exclusions" style="display:none; margin-top:0.75rem;">
+          <p style="font-size:0.82rem; font-weight:600; margin-bottom:0.4rem; color:var(--text);">
+            Large files — uncheck to skip during indexing:
+          </p>
+          <div id="warn-file-list" style="display:flex; flex-direction:column; max-height:160px; overflow-y:auto;"></div>
+        </div>
+        <p style="font-size:0.82rem; margin-top:0.85rem; color:var(--text-muted); line-height:1.45;">
+          Indexing runs in the background and won't block the app.
+        </p>
+        <div class="modal-actions">
+          <button class="btn btn-secondary" id="cancel-index-warn">Cancel</button>
+          <button class="btn btn-primary" id="confirm-index-warn">Index anyway</button>
+        </div>
+      </div>
+    </div>
+
     <script>
       const apiBase = window.location.origin;
 
+      // ── System info (RAM) – fetched once at startup ───────────────────────
+      let systemInfo = { available_mb: null, total_mb: null };
+      fetch(`${apiBase}/system/info`)
+        .then(r => r.json())
+        .then(d => { systemInfo = d; })
+        .catch(() => {});
+
       // ── Tab navigation ───────────────────────────────────────────────────
       const tabs     = document.querySelectorAll('.tab');
       const sections = document.querySelectorAll('.section');
@@ -1163,11 +1393,151 @@ <h3 class="result-title">${escHtml(title)}</h3>
         if (!res.ok) showToast((await res.json()).detail || 'Unable to open file', 'error');
       }
 
+      // ── Index warning modal ───────────────────────────────────────────────
+      const indexWarnModal   = document.getElementById('index-warn-modal');
+      const indexWarnList    = document.getElementById('index-warn-list');
+      const warnExclusions   = document.getElementById('warn-exclusions');
+      const warnFileList     = document.getElementById('warn-file-list');
+      const cancelIndexWarn  = document.getElementById('cancel-index-warn');
+      const confirmIndexWarn = document.getElementById('confirm-index-warn');
+
+      // Returns { proceed: bool, excludePaths: string[] }
+      function showIndexWarning(warnings, largeFiles = []) {
+        return new Promise(resolve => {
+          indexWarnList.innerHTML = warnings.map(w => `<li>${escHtml(w)}</li>`).join('');
+
+          if (largeFiles.length > 0) {
+            warnFileList.innerHTML = largeFiles.map(f => {
+              const mb = (f.size_bytes / (1024 * 1024)).toFixed(1);
+              return `<label class="warn-file-row">
+                <input type="checkbox" class="large-file-cb" data-path="${escHtml(f.path)}" checked />
+                <span class="warn-file-name" title="${escHtml(f.path)}">${escHtml(f.name)}</span>
+                <span class="warn-file-size">${mb} MB</span>
+              </label>`;
+            }).join('');
+            warnExclusions.style.display = 'block';
+          } else {
+            warnExclusions.style.display = 'none';
+          }
+
+          indexWarnModal.classList.add('active');
+          confirmIndexWarn.focus();
+
+          const onConfirm = () => {
+            const excludePaths = [];
+            warnFileList.querySelectorAll('.large-file-cb:not(:checked)').forEach(cb => {
+              excludePaths.push(cb.dataset.path);
+            });
+            cleanup();
+            resolve({ proceed: true, excludePaths });
+          };
+          const onCancel  = () => { cleanup(); resolve({ proceed: false, excludePaths: [] }); };
+          const onOverlay = e => { if (e.target === indexWarnModal) onCancel(); };
+          const onKey     = e => { if (e.key === 'Escape') onCancel(); };
+
+          function cleanup() {
+            indexWarnModal.classList.remove('active');
+            confirmIndexWarn.removeEventListener('click', onConfirm);
+            cancelIndexWarn.removeEventListener('click', onCancel);
+            indexWarnModal.removeEventListener('click', onOverlay);
+            document.removeEventListener('keydown', onKey);
+          }
+
+          confirmIndexWarn.addEventListener('click', onConfirm);
+          cancelIndexWarn.addEventListener('click', onCancel);
+          indexWarnModal.addEventListener('click', onOverlay);
+          document.addEventListener('keydown', onKey);
+        });
+      }
+
+      // Returns { warnings: string[], largeFiles: object[] }
+      async function buildIndexWarnings(targetPath) {
+        const LARGE_FILE_MB  = 100;
+        const MANY_FILES     = 50;
+        const TOTAL_LARGE_MB = 1024;
+        const LOW_RAM_MB     = 2048;
+
+        let scanData = null;
+        try {
+          const res = await fetch(`${apiBase}/index/scan`, {
+            method: 'POST',
+            headers: { 'Content-Type': 'application/json' },
+            body: JSON.stringify({ paths: [targetPath] }),
+          });
+          if (res.ok) scanData = await res.json();
+        } catch (_) {}
+
+        const warnings    = [];
+        const largeFiles  = [];
+
+        if (scanData) {
+          if (scanData.file_count === 0) {
+            warnings.push('No supported files were found in the selected folder.');
+          } else if (scanData.file_count > MANY_FILES) {
+            warnings.push(
+              `${scanData.file_count} files found — indexing a large number of files can take several minutes.`
+            );
+          }
+          if (scanData.large_files && scanData.large_files.length > 0) {
+            largeFiles.push(...scanData.large_files);
+          }
+          if (scanData.total_size_bytes > TOTAL_LARGE_MB * 1024 * 1024) {
+            const mb = Math.round(scanData.total_size_bytes / (1024 * 1024));
+            const label = mb >= 1024 ? `${(mb / 1024).toFixed(1)} GB` : `${mb} MB`;
+            warnings.push(`Total size is ${label} — this may require significant time and memory.`);
+          }
+        }
+        if (systemInfo.available_mb !== null && systemInfo.available_mb < LOW_RAM_MB) {
+          warnings.push(
+            `Low available RAM (${systemInfo.available_mb} MB free) — indexing may be slow or unstable.`
+          );
+        }
+        return { warnings, largeFiles };
+      }
+
       // ── Indexing with progress polling ───────────────────────────────────
-      const indexForm   = document.getElementById('index-form');
-      const indexInput  = document.getElementById('index-path');
-      const indexStatus = document.getElementById('index-status');
-      const indexBtn    = document.getElementById('index-btn');
+      const indexForm    = document.getElementById('index-form');
+      const indexInput   = document.getElementById('index-path');
+      const indexStatus  = document.getElementById('index-status');
+      const indexBtn     = document.getElementById('index-btn');
+      const folderPreview = document.getElementById('folder-preview');
+
+      // Live folder preview (debounced)
+      let _previewTimer = null;
+      async function _fetchPreview(path) {
+        try {
+          const res = await fetch(`${apiBase}/index/scan`, {
+            method: 'POST',
+            headers: { 'Content-Type': 'application/json' },
+            body: JSON.stringify({ paths: [path] }),
+          });
+          if (!res.ok) { folderPreview.style.display = 'none'; return; }
+          const d = await res.json();
+          if (d.file_count === 0) {
+            folderPreview.innerHTML = '<span>No supported files found in this folder.</span>';
+          } else {
+            const mb    = d.total_size_bytes / (1024 * 1024);
+            const size  = mb >= 1024 ? `${(mb / 1024).toFixed(1)} GB` : `${mb.toFixed(1)} MB`;
+            const types = d.by_type
+              ? Object.entries(d.by_type).filter(([,n]) => n > 0)
+                  .map(([ext, n]) => `${n}\u00a0${ext}`).join(', ')
+              : '';
+            folderPreview.innerHTML =
+              `<svg width="13" height="13" viewBox="0 0 16 16" fill="none" style="color:var(--primary);flex-shrink:0;margin-top:1px"><circle cx="8" cy="8" r="6.5" stroke="currentColor" stroke-width="1.5"/><path d="M5 8.5l2 2L11 6" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/></svg>` +
+              `<span>Found <strong>${d.file_count}</strong> file${d.file_count !== 1 ? 's' : ''}` +
+              (types ? ` (${types})` : '') +
+              ` — <strong>${size}</strong> total</span>`;
+          }
+          folderPreview.style.display = 'flex';
+        } catch (_) { folderPreview.style.display = 'none'; }
+      }
+
+      indexInput.addEventListener('input', () => {
+        clearTimeout(_previewTimer);
+        const val = indexInput.value.trim();
+        if (!val) { folderPreview.style.display = 'none'; return; }
+        _previewTimer = setTimeout(() => _fetchPreview(val), 800);
+      });
 
       // Drag & drop on path input
       indexInput.addEventListener('dragover',  e => { e.preventDefault(); indexInput.classList.add('drag-over'); });
@@ -1178,21 +1548,38 @@ <h3 class="result-title">${escHtml(title)}</h3>
         const item = e.dataTransfer.items?.[0];
         if (item?.kind === 'file') {
           const entry = item.webkitGetAsEntry?.();
-          if (entry) { indexInput.value = entry.fullPath || e.dataTransfer.getData('text'); return; }
+          if (entry) {
+            indexInput.value = entry.fullPath || e.dataTransfer.getData('text');
+            clearTimeout(_previewTimer);
+            _previewTimer = setTimeout(() => _fetchPreview(indexInput.value.trim()), 400);
+            return;
+          }
         }
         const text = e.dataTransfer.getData('text');
-        if (text) indexInput.value = text;
+        if (text) {
+          indexInput.value = text;
+          clearTimeout(_previewTimer);
+          _previewTimer = setTimeout(() => _fetchPreview(text.trim()), 400);
+        }
       });
 
-      function renderProgress(job) {
-        const pct = job.total > 0 ? Math.round((job.processed / job.total) * 100) : 5;
+      function renderProgress(job, startTime = null) {
+        const pct      = job.total > 0 ? Math.round((job.processed / job.total) * 100) : 5;
         const countStr = job.total > 0 ? `${job.processed} / ${job.total}` : '…';
         const fileName = job.current_file ? job.current_file.split('/').pop() : '';
+        let etaStr = '';
+        if (startTime && job.processed > 0 && job.total > 0 && job.processed < job.total) {
+          const elapsed  = (Date.now() - startTime) / 1000;
+          const remaining = (elapsed / job.processed) * (job.total - job.processed);
+          etaStr = remaining < 60
+            ? ` · ~${Math.round(remaining)}s left`
+            : ` · ~${Math.round(remaining / 60)}m left`;
+        }
         return `
           <div class="progress-wrap">
             <div class="progress-header">
               <span class="progress-label">Indexing…</span>
-              <span class="progress-count">${countStr} files</span>
+              <span class="progress-count">${countStr} files${etaStr}</span>
             </div>
             <div class="progress-bar-bg">
               <div class="progress-bar-fill" style="width:${pct}%"></div>
@@ -1206,14 +1593,26 @@ <h3 class="result-title">${escHtml(title)}</h3>
         const targetPath = indexInput.value.trim();
         if (!targetPath) return;
 
+        folderPreview.style.display = 'none';
+
+        // Scan + warn before starting
+        const { warnings, largeFiles } = await buildIndexWarnings(targetPath);
+        let excludePaths = [];
+        if (warnings.length > 0 || largeFiles.length > 0) {
+          const result = await showIndexWarning(warnings, largeFiles);
+          if (!result.proceed) return;
+          excludePaths = result.excludePaths;
+        }
+
         indexBtn.disabled = true;
-        indexStatus.innerHTML = renderProgress({ processed: 0, total: 0, current_file: '' });
+        const jobStartTime = Date.now();
+        indexStatus.innerHTML = renderProgress({ processed: 0, total: 0, current_file: '' }, jobStartTime);
 
         try {
           const startRes = await fetch(`${apiBase}/index`, {
             method: 'POST',
             headers: { 'Content-Type': 'application/json' },
-            body: JSON.stringify({ paths: [targetPath] }),
+            body: JSON.stringify({ paths: [targetPath], exclude_paths: excludePaths }),
           });
           const startData = await startRes.json();
           if (!startRes.ok) throw new Error(startData.detail || 'Failed to start indexing');
@@ -1227,7 +1626,7 @@ <h3 class="result-title">${escHtml(title)}</h3>
                 const statusRes = await fetch(`${apiBase}/index/status/${jobId}`);
                 const job = await statusRes.json();
                 if (job.status === 'running') {
-                  indexStatus.innerHTML = renderProgress(job);
+                  indexStatus.innerHTML = renderProgress(job, jobStartTime);
                 } else if (job.status === 'complete') {
                   clearInterval(interval);
                   resolve(job);
@@ -1472,18 +1871,30 @@ <h3 class="result-title">${escHtml(title)}</h3>
         if (e.altKey)   mods.push('<alt>');
         if (e.shiftKey) mods.push('<shift>');
 
-        const key = e.key.toLowerCase();
-        const modifierOnly = ['control','shift','alt','meta','command','os','win'];
-        if (modifierOnly.includes(key)) return null; // still building combo
-
-        const special = {
-          ' ':           '<space>', 'enter':     '<enter>',
-          'escape':      '<esc>',   'tab':        '<tab>',
-          'backspace':   '<backspace>',
-          'arrowup':     '<up>',    'arrowdown':  '<down>',
-          'arrowleft':   '<left>',  'arrowright': '<right>',
+        // Use e.code to get the physical key — e.key gives composed characters
+        // on macOS (e.g. Option+D → '∂' instead of 'd').
+        const code = e.code || '';
+        const modifierOnly = ['ControlLeft','ControlRight','ShiftLeft','ShiftRight',
+          'AltLeft','AltRight','MetaLeft','MetaRight','OSLeft','OSRight'];
+        if (modifierOnly.includes(code)) return null; // still building combo
+
+        const codeToKey = {
+          'Space': '<space>', 'Enter': '<enter>', 'NumpadEnter': '<enter>',
+          'Escape': '<esc>', 'Tab': '<tab>', 'Backspace': '<backspace>',
+          'ArrowUp': '<up>', 'ArrowDown': '<down>',
+          'ArrowLeft': '<left>', 'ArrowRight': '<right>',
         };
-        const keyPart = special[key] ?? (key.length === 1 ? key : `<${key}>`);
+        let keyPart = codeToKey[code];
+        if (!keyPart) {
+          // KeyA-KeyZ → a-z
+          const letterMatch = code.match(/^Key([A-Z])$/);
+          if (letterMatch) keyPart = letterMatch[1].toLowerCase();
+          // Digit0-Digit9 → 0-9
+          else if (/^Digit[0-9]$/.test(code)) keyPart = code.charAt(5);
+          // F1-F12
+          else if (/^F([1-9]|1[0-2])$/.test(code)) keyPart = `<${code.toLowerCase()}>`;
+          else keyPart = e.key.length === 1 ? e.key.toLowerCase() : `<${e.key.toLowerCase()}>`;
+        }
         if (!mods.length) return null; // require at least one modifier
         return [...mods, keyPart].join('+');
       }
@@ -1581,6 +1992,138 @@ <h3 class="result-title">${escHtml(title)}</h3>
       } else {
         window.addEventListener('pywebviewready', enableBrowseButton);
       }
+
+      // ── Spotlight overlay ─────────────────────────────────────────────────
+      (function () {
+        const overlay  = document.getElementById('spotlight-overlay');
+        const slInput  = document.getElementById('spotlight-input');
+        const slResult = document.getElementById('spotlight-results');
+        const slSpinner = document.getElementById('spotlight-spinner');
+        let slActive = -1, slItems = [], slDebounce = null;
+
+        function escHtmlSl(s) {
+          return String(s).replace(/&/g,'&amp;').replace(/</g,'&lt;')
+            .replace(/>/g,'&gt;').replace(/"/g,'&quot;');
+        }
+        function slExt(p) { const m = String(p).match(/\.([^.]+)$/); return m ? m[1].toLowerCase() : ''; }
+        function slShortPath(p) { return String(p).split(/[/\\]/).slice(-3).join('/'); }
+
+        function slSetActive(idx) {
+          slActive = Math.max(0, Math.min(idx, slItems.length - 1));
+          slResult.querySelectorAll('.sl-result-item').forEach((el, i) =>
+            el.classList.toggle('active', i === slActive));
+        }
+
+        function slRender(items) {
+          slItems = items; slActive = -1;
+          if (!items.length) {
+            slResult.innerHTML = '<div class="sl-empty">No results found</div>'; return;
+          }
+          slResult.innerHTML = items.map((r, i) => `
+            <div class="sl-result-item" data-index="${i}" data-path="${escHtmlSl(r.path)}">
+              <div class="sl-result-title">${escHtmlSl(r.title || slExt(r.path).toUpperCase() + ' document')}</div>
+              <div class="sl-result-snippet">${escHtmlSl(r.text)}</div>
+              <div class="sl-result-meta">
+                <span class="sl-result-type">${escHtmlSl(slExt(r.path) || 'doc')}</span>
+                <span class="sl-result-path" title="${escHtmlSl(r.path)}">${escHtmlSl(slShortPath(r.path))}</span>
+                <span class="sl-result-score">${Math.round(r.score * 100)}%</span>
+              </div>
+            </div>`).join('');
+          slResult.querySelectorAll('.sl-result-item').forEach(el => {
+            el.addEventListener('click', () => slOpen(el.dataset.path));
+            el.addEventListener('mouseenter', () => slSetActive(parseInt(el.dataset.index)));
+          });
+        }
+
+        async function slOpen(path) {
+          try {
+            await fetch('/open', { method: 'POST',
+              headers: {'Content-Type':'application/json'},
+              body: JSON.stringify({ path }) });
+          } catch (_) {}
+          hideSpotlightOverlay();
+        }
+
+        async function slSearch(q) {
+          const trimmed = q.trim();
+          if (trimmed.length < 3) { slResult.innerHTML = ''; slItems = []; return; }
+          slSpinner.classList.add('active');
+          try {
+            const res = await fetch('/search', { method: 'POST',
+              headers: {'Content-Type':'application/json'},
+              body: JSON.stringify({ query: trimmed, top_k: 10 }) });
+            const data = await res.json();
+            if (res.ok) {
+              // Apply same relevance threshold as the main app experience
+              const relevant = (data.results || []).filter(r => r.score >= 0.3);
+              slRender(relevant);
+            } else {
+              slResult.innerHTML = `<div class="sl-empty">${escHtmlSl(data.detail||'Error')}</div>`;
+            }
+          } catch (_) {
+            slResult.innerHTML = '<div class="sl-empty">Search unavailable — is DocFinder indexed?</div>';
+          } finally { slSpinner.classList.remove('active'); }
+        }
+
+        slInput.addEventListener('input', () => {
+          clearTimeout(slDebounce);
+          const q = slInput.value.trim();
+          if (q.length < 3) { slResult.innerHTML = ''; slItems = []; return; }
+          slDebounce = setTimeout(() => slSearch(slInput.value), 500);
+        });
+
+        // Use document-level keydown so Escape works even if the input lost focus
+        document.addEventListener('keydown', e => {
+          if (!overlay.classList.contains('visible')) return;
+          if (e.key === 'Escape') { hideSpotlightOverlay(); return; }
+          if (e.key === 'ArrowDown') {
+            e.preventDefault(); slSetActive(slActive + 1);
+            slResult.querySelectorAll('.sl-result-item')[slActive]?.scrollIntoView({block:'nearest'});
+          } else if (e.key === 'ArrowUp') {
+            e.preventDefault(); slSetActive(slActive - 1);
+            slResult.querySelectorAll('.sl-result-item')[slActive]?.scrollIntoView({block:'nearest'});
+          } else if (e.key === 'Enter' && slActive >= 0 && slItems[slActive]) {
+            slOpen(slItems[slActive].path);
+          }
+        });
+
+        // Click backdrop to close
+        overlay.addEventListener('click', e => { if (e.target === overlay) hideSpotlightOverlay(); });
+
+        // ⌥D shortcut within the webview (no pynput / no threading needed)
+        // Use e.code ('KeyD') because macOS Option+D produces '∂' in e.key
+        document.addEventListener('keydown', e => {
+          if (e.altKey && !e.metaKey && !e.ctrlKey && !e.shiftKey && e.code === 'KeyD') {
+            e.preventDefault();
+            toggleSpotlightOverlay();
+          }
+        });
+
+        window.toggleSpotlightOverlay = function () {
+          if (overlay.classList.contains('visible')) hideSpotlightOverlay();
+          else showSpotlightOverlay();
+        };
+
+        window.showSpotlightOverlay = function () {
+          overlay.classList.add('visible');
+          slInput.value = '';
+          slResult.innerHTML = '';
+          slItems = []; slActive = -1;
+          // Retry focus to ensure it works in pywebview / WKWebView
+          function tryFocus(attempts) {
+            slInput.focus();
+            if (document.activeElement !== slInput && attempts > 0) {
+              setTimeout(() => tryFocus(attempts - 1), 50);
+            }
+          }
+          setTimeout(() => tryFocus(5), 60);
+        };
+
+        window.hideSpotlightOverlay = function () {
+          overlay.classList.remove('visible');
+        };
+      })();
+
     </script>
   </body>
 </html>
diff --git a/src/docfinder/web/templates/spotlight.html b/src/docfinder/web/templates/spotlight.html
new file mode 100644
index 0000000..2aa5ec7
--- /dev/null
+++ b/src/docfinder/web/templates/spotlight.html
@@ -0,0 +1,358 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>DocFinder Search</title>
+  <style>
+    * { box-sizing: border-box; margin: 0; padding: 0; }
+
+    html, body {
+      height: 100%;
+      overflow: hidden;
+      font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Helvetica, Arial, sans-serif;
+      /* Match the NSPanel/WKWebView background so no white edges appear
+         when the window uses a solid (non-transparent) background. */
+      background: rgb(22, 27, 42);
+    }
+
+    .window {
+      height: 100vh;
+      background: rgba(22, 27, 42, 0.97);
+      border: 1px solid rgba(255, 255, 255, 0.10);
+      border-radius: 14px;
+      overflow: hidden;
+      display: flex;
+      flex-direction: column;
+      box-shadow: 0 32px 80px rgba(0,0,0,0.55), 0 4px 16px rgba(0,0,0,0.4);
+    }
+
+    /* ── Search bar ─────────────────────────────────────────────────────── */
+    .search-bar {
+      display: flex;
+      align-items: center;
+      padding: 0 18px;
+      height: 68px;
+      gap: 14px;
+      border-bottom: 1px solid rgba(255, 255, 255, 0.07);
+      flex-shrink: 0;
+      /* Allow dragging the frameless window by its header on Windows/Linux */
+      -webkit-app-region: drag;
+    }
+
+    /* Input and interactive elements must opt out of drag */
+    #spotlight-input, .spinner-sm { -webkit-app-region: no-drag; }
+
+    .search-icon { color: rgba(255,255,255,0.35); flex-shrink: 0; }
+
+    #spotlight-input {
+      flex: 1;
+      background: none;
+      border: none;
+      outline: none;
+      font-size: 1.3rem;
+      font-weight: 400;
+      color: rgba(255,255,255,0.92);
+      caret-color: #60a5fa;
+      letter-spacing: 0.01em;
+    }
+
+    #spotlight-input::placeholder { color: rgba(255,255,255,0.25); }
+
+    .spinner-sm {
+      width: 16px; height: 16px;
+      border: 2px solid rgba(255,255,255,0.12);
+      border-top-color: #60a5fa;
+      border-radius: 50%;
+      animation: spin 0.7s linear infinite;
+      flex-shrink: 0;
+      display: none;
+    }
+    .spinner-sm.active { display: block; }
+    @keyframes spin { to { transform: rotate(360deg); } }
+
+    /* ── Results ────────────────────────────────────────────────────────── */
+    #results {
+      overflow-y: auto;
+      flex: 1;
+      padding: 6px 0;
+    }
+
+    #results::-webkit-scrollbar { width: 4px; }
+    #results::-webkit-scrollbar-track { background: transparent; }
+    #results::-webkit-scrollbar-thumb { background: rgba(255,255,255,0.12); border-radius: 2px; }
+
+    .result-item {
+      display: flex;
+      flex-direction: column;
+      padding: 10px 18px;
+      cursor: pointer;
+      gap: 3px;
+      transition: background 0.1s;
+      border-left: 3px solid transparent;
+    }
+
+    .result-item.active,
+    .result-item:hover {
+      background: rgba(96, 165, 250, 0.12);
+      border-left-color: #60a5fa;
+    }
+
+    .result-title {
+      font-size: 0.9rem;
+      font-weight: 500;
+      color: rgba(255,255,255,0.9);
+      white-space: nowrap;
+      overflow: hidden;
+      text-overflow: ellipsis;
+    }
+
+    .result-snippet {
+      font-size: 0.77rem;
+      color: rgba(255,255,255,0.38);
+      line-height: 1.4;
+      display: -webkit-box;
+      -webkit-line-clamp: 2;
+      -webkit-box-orient: vertical;
+      overflow: hidden;
+    }
+
+    .result-meta {
+      display: flex;
+      align-items: center;
+      gap: 10px;
+      margin-top: 1px;
+    }
+
+    .result-path {
+      font-size: 0.7rem;
+      color: rgba(255,255,255,0.22);
+      overflow: hidden;
+      text-overflow: ellipsis;
+      white-space: nowrap;
+      flex: 1;
+    }
+
+    .result-score {
+      font-size: 0.68rem;
+      color: rgba(96,165,250,0.6);
+      flex-shrink: 0;
+      font-variant-numeric: tabular-nums;
+    }
+
+    .result-type {
+      font-size: 0.66rem;
+      padding: 1px 5px;
+      border-radius: 3px;
+      background: rgba(255,255,255,0.07);
+      color: rgba(255,255,255,0.35);
+      flex-shrink: 0;
+      text-transform: uppercase;
+      letter-spacing: 0.04em;
+    }
+
+    .empty {
+      padding: 28px 20px;
+      text-align: center;
+      color: rgba(255,255,255,0.22);
+      font-size: 0.88rem;
+    }
+
+    /* ── Hint bar ───────────────────────────────────────────────────────── */
+    .hint-bar {
+      display: flex;
+      justify-content: space-between;
+      padding: 7px 18px;
+      font-size: 0.7rem;
+      color: rgba(255,255,255,0.18);
+      border-top: 1px solid rgba(255,255,255,0.05);
+      flex-shrink: 0;
+    }
+
+    kbd {
+      background: rgba(255,255,255,0.08);
+      border-radius: 3px;
+      padding: 1px 5px;
+      font-family: inherit;
+      font-size: 0.68rem;
+    }
+  </style>
+</head>
+<body>
+  <div class="window">
+    <div class="search-bar">
+      <span class="search-icon">
+        <svg width="20" height="20" viewBox="0 0 20 20" fill="none">
+          <circle cx="9" cy="9" r="5.5" stroke="currentColor" stroke-width="1.7"/>
+          <path d="M13.5 13.5L17 17" stroke="currentColor" stroke-width="1.7" stroke-linecap="round"/>
+        </svg>
+      </span>
+      <input
+        id="spotlight-input"
+        type="text"
+        placeholder="Search your documents…"
+        autocomplete="off"
+        spellcheck="false"
+        autofocus
+      />
+      <div id="spinner" class="spinner-sm"></div>
+    </div>
+
+    <div id="results"></div>
+
+    <div class="hint-bar">
+      <span><kbd>↑↓</kbd> navigate · <kbd>↵</kbd> open · <kbd>Esc</kbd> close</span>
+      <span>DocFinder</span>
+    </div>
+  </div>
+
+  <script>
+    const apiBase = window.location.origin;
+    const input   = document.getElementById('spotlight-input');
+    const results = document.getElementById('results');
+    const spinner = document.getElementById('spinner');
+
+    let activeIndex    = -1;
+    let currentResults = [];
+    let debounceTimer  = null;
+
+    function escHtml(s) {
+      return String(s)
+        .replace(/&/g, '&amp;').replace(/</g, '&lt;')
+        .replace(/>/g, '&gt;').replace(/"/g, '&quot;');
+    }
+
+    function fileExt(path) {
+      const m = String(path).match(/\.([^.]+)$/);
+      return m ? m[1].toLowerCase() : '';
+    }
+
+    function shortPath(path) {
+      const parts = String(path).split(/[/\\]/);
+      return parts.slice(-3).join('/');
+    }
+
+    function renderResults(items) {
+      currentResults = items;
+      activeIndex    = -1;
+
+      if (!items.length) {
+        results.innerHTML = '<div class="empty">No results found</div>';
+        return;
+      }
+
+      results.innerHTML = items.map((r, i) => `
+        <div class="result-item" data-index="${i}" data-path="${escHtml(r.path)}">
+          <div class="result-title">${escHtml(r.title || fileExt(r.path).toUpperCase() + ' document')}</div>
+          <div class="result-snippet">${escHtml(r.text)}</div>
+          <div class="result-meta">
+            <span class="result-type">${escHtml(fileExt(r.path) || 'doc')}</span>
+            <span class="result-path" title="${escHtml(r.path)}">${escHtml(shortPath(r.path))}</span>
+            <span class="result-score">${Math.round(r.score * 100)}%</span>
+          </div>
+        </div>
+      `).join('');
+
+      results.querySelectorAll('.result-item').forEach(el => {
+        el.addEventListener('click',      () => openResult(el.dataset.path));
+        el.addEventListener('mouseenter', () => setActive(parseInt(el.dataset.index)));
+      });
+    }
+
+    function setActive(idx) {
+      activeIndex = Math.max(0, Math.min(idx, currentResults.length - 1));
+      results.querySelectorAll('.result-item').forEach((el, i) => {
+        el.classList.toggle('active', i === activeIndex);
+      });
+    }
+
+    async function openResult(path) {
+      try {
+        await fetch(`${apiBase}/open`, {
+          method: 'POST',
+          headers: { 'Content-Type': 'application/json' },
+          body: JSON.stringify({ path }),
+        });
+      } catch (_) {}
+      hideSpotlight();
+    }
+
+    function hideSpotlight() {
+      if (window.webkit && window.webkit.messageHandlers && window.webkit.messageHandlers.spotlight) {
+        // Native NSPanel via WKScriptMessageHandler
+        window.webkit.messageHandlers.spotlight.postMessage({ action: 'hide' });
+      } else if (window.pywebview) {
+        // pywebview fallback (non-macOS or legacy builds)
+        window.pywebview.api.hide_spotlight();
+      } else {
+        // HTTP fallback: native WKWebView (SpotlightPanel) without message handler
+        fetch(apiBase + '/gui/spotlight/hide', { method: 'POST' }).catch(() => {});
+      }
+    }
+
+    async function doSearch(query) {
+      if (!query.trim()) {
+        results.innerHTML = '';
+        currentResults = [];
+        return;
+      }
+      spinner.classList.add('active');
+      try {
+        const res  = await fetch(`${apiBase}/search`, {
+          method: 'POST',
+          headers: { 'Content-Type': 'application/json' },
+          body: JSON.stringify({ query: query.trim(), top_k: 8 }),
+        });
+        const data = await res.json();
+        if (res.ok) renderResults(data.results || []);
+        else results.innerHTML = `<div class="empty">${escHtml(data.detail || 'Error')}</div>`;
+      } catch (_) {
+        results.innerHTML = '<div class="empty">Search unavailable — is DocFinder indexed?</div>';
+      } finally {
+        spinner.classList.remove('active');
+      }
+    }
+
+    // Debounced search
+    input.addEventListener('input', () => {
+      clearTimeout(debounceTimer);
+      debounceTimer = setTimeout(() => doSearch(input.value), 300);
+    });
+
+    // Keyboard navigation
+    document.addEventListener('keydown', e => {
+      if (e.key === 'Escape') { hideSpotlight(); return; }
+
+      if (e.key === 'ArrowDown') {
+        e.preventDefault();
+        setActive(activeIndex + 1);
+        results.querySelectorAll('.result-item')[activeIndex]
+          ?.scrollIntoView({ block: 'nearest' });
+      } else if (e.key === 'ArrowUp') {
+        e.preventDefault();
+        setActive(activeIndex - 1);
+        results.querySelectorAll('.result-item')[activeIndex]
+          ?.scrollIntoView({ block: 'nearest' });
+      } else if (e.key === 'Enter') {
+        if (activeIndex >= 0 && currentResults[activeIndex]) {
+          openResult(currentResults[activeIndex].path);
+        }
+      }
+    });
+
+    // Hide on focus loss (clicking another app)
+    window.addEventListener('blur', () => {
+      setTimeout(() => { if (!document.hasFocus()) hideSpotlight(); }, 150);
+    });
+
+    // Auto-focus search on load and whenever the window regains focus
+    window.addEventListener('load', () => input.focus());
+    window.addEventListener('focus', () => {
+      setTimeout(() => input.focus(), 30);
+    });
+    document.addEventListener('visibilitychange', () => {
+      if (!document.hidden) setTimeout(() => input.focus(), 30);
+    });
+  </script>
+</body>
+</html>
diff --git a/tests/test_frontend.py b/tests/test_frontend.py
index cd0c049..068d203 100644
--- a/tests/test_frontend.py
+++ b/tests/test_frontend.py
@@ -10,19 +10,19 @@ class TestLoadTemplate:
 
     def test_load_template_returns_string(self) -> None:
         """Template is loaded as a string."""
-        result = _load_template()
+        result = _load_template("index.html")
         assert isinstance(result, str)
         assert len(result) > 0
 
     def test_load_template_contains_html(self) -> None:
         """Template contains valid HTML."""
-        result = _load_template()
+        result = _load_template("index.html")
         assert "<html" in result.lower() or "<!doctype" in result.lower()
         assert "</html>" in result.lower()
 
     def test_load_template_contains_docfinder(self) -> None:
         """Template contains DocFinder branding."""
-        result = _load_template()
+        result = _load_template("index.html")
         assert "DocFinder" in result
 
 
diff --git a/tests/test_indexer.py b/tests/test_indexer.py
index 21c9684..17a5c45 100644
--- a/tests/test_indexer.py
+++ b/tests/test_indexer.py
@@ -131,7 +131,7 @@ def test_init_default_params(self, mock_embedder, mock_store):
         assert indexer.chunk_chars == 1200
         assert indexer.overlap == 200
 
-    @patch("docfinder.index.indexer.iter_pdf_paths")
+    @patch("docfinder.index.indexer.iter_document_paths")
     @patch("docfinder.index.indexer.build_chunks")
     @patch("docfinder.index.indexer.compute_sha256")
     def test_index_single_file(
@@ -172,7 +172,7 @@ def test_index_single_file(
         indexer.store.init_document.assert_called_once()
         indexer.store.insert_chunks.assert_called_once()
 
-    @patch("docfinder.index.indexer.iter_pdf_paths")
+    @patch("docfinder.index.indexer.iter_document_paths")
     @patch("docfinder.index.indexer.build_chunks")
     @patch("docfinder.index.indexer.compute_sha256")
     def test_index_updated_file(
@@ -194,7 +194,7 @@ def test_index_updated_file(
         assert stats.updated == 1
         assert stats.inserted == 0
 
-    @patch("docfinder.index.indexer.iter_pdf_paths")
+    @patch("docfinder.index.indexer.iter_document_paths")
     @patch("docfinder.index.indexer.build_chunks")
     @patch("docfinder.index.indexer.compute_sha256")
     def test_index_skipped_file(
@@ -219,7 +219,7 @@ def test_index_skipped_file(
         indexer.embedder.embed.assert_not_called()
         indexer.store.insert_chunks.assert_not_called()
 
-    @patch("docfinder.index.indexer.iter_pdf_paths")
+    @patch("docfinder.index.indexer.iter_document_paths")
     @patch("docfinder.index.indexer.build_chunks")
     def test_index_empty_document(self, mock_build_chunks, mock_iter_pdfs, indexer, tmp_path):
         """Test indexing a document with no extractable text."""
@@ -237,7 +237,7 @@ def test_index_empty_document(self, mock_build_chunks, mock_iter_pdfs, indexer,
         indexer.embedder.embed.assert_not_called()
         indexer.store.init_document.assert_not_called()
 
-    @patch("docfinder.index.indexer.iter_pdf_paths")
+    @patch("docfinder.index.indexer.iter_document_paths")
     @patch("docfinder.index.indexer.build_chunks")
     def test_index_exception_handling(self, mock_build_chunks, mock_iter_pdfs, indexer, tmp_path):
         """Test that exceptions are caught and logged."""
@@ -259,7 +259,7 @@ def error_gen():
         assert stats.inserted == 0
         assert pdf_path in stats.processed_files
 
-    @patch("docfinder.index.indexer.iter_pdf_paths")
+    @patch("docfinder.index.indexer.iter_document_paths")
     @patch("docfinder.index.indexer.build_chunks")
     @patch("docfinder.index.indexer.compute_sha256")
     def test_index_multiple_files(
@@ -287,7 +287,7 @@ def test_index_multiple_files(
         assert stats.inserted == 2
         assert len(stats.processed_files) == 2
 
-    @patch("docfinder.index.indexer.iter_pdf_paths")
+    @patch("docfinder.index.indexer.iter_document_paths")
     @patch("docfinder.index.indexer.build_chunks")
     @patch("docfinder.index.indexer.compute_sha256")
     def test_index_mixed_results(
@@ -320,7 +320,7 @@ def build_chunks_side_effect(path, **kwargs):
         assert stats.failed == 1
         assert len(stats.processed_files) == 3
 
-    @patch("docfinder.index.indexer.iter_pdf_paths")
+    @patch("docfinder.index.indexer.iter_document_paths")
     @patch("docfinder.index.indexer.build_chunks")
     @patch("docfinder.index.indexer.compute_sha256")
     def test_index_uses_title_from_metadata(
@@ -349,7 +349,7 @@ def test_index_uses_title_from_metadata(
         document = call_args[0][0]
         assert document.title == "Custom Title"
 
-    @patch("docfinder.index.indexer.iter_pdf_paths")
+    @patch("docfinder.index.indexer.iter_document_paths")
     @patch("docfinder.index.indexer.build_chunks")
     @patch("docfinder.index.indexer.compute_sha256")
     def test_index_uses_filename_when_no_title(
@@ -375,7 +375,7 @@ def test_index_uses_filename_when_no_title(
         document = call_args[0][0]
         assert document.title == "my_document"
 
-    @patch("docfinder.index.indexer.iter_pdf_paths")
+    @patch("docfinder.index.indexer.iter_document_paths")
     @patch("docfinder.index.indexer.build_chunks")
     @patch("docfinder.index.indexer.compute_sha256")
     def test_index_preserves_file_stats(
diff --git a/tests/test_pdf_loader.py b/tests/test_pdf_loader.py
index aa9c31c..f23e0ab 100644
--- a/tests/test_pdf_loader.py
+++ b/tests/test_pdf_loader.py
@@ -231,7 +231,6 @@ def test_build_chunks_metadata(
         assert len(chunks) >= 1
         chunk = chunks[0]
         assert chunk.metadata["title"] == "My Document"
-        assert chunk.metadata["page_span"] == "5"
 
     @patch("docfinder.ingestion.pdf_loader.iter_text_parts")
     @patch("docfinder.ingestion.pdf_loader.get_pdf_metadata")

From 28237d6ae49313454840d43e492c05a99c7314ef Mon Sep 17 00:00:00 2001
From: Filippo Stanghellini <stanghelliniifilippo@gmail.com>
Date: Thu, 12 Mar 2026 00:06:00 +0100
Subject: [PATCH 2/7] Update UI theme and add demo GIF

---
 README.md                              |   9 +-
 images/demo.gif                        | Bin 0 -> 2006936 bytes
 src/docfinder/web/templates/index.html | 982 ++++++++++++++-----------
 3 files changed, 559 insertions(+), 432 deletions(-)
 create mode 100644 images/demo.gif

diff --git a/README.md b/README.md
index 99b164a..19a96b9 100644
--- a/README.md
+++ b/README.md
@@ -16,12 +16,9 @@
   Everything runs on your machine — no cloud, no accounts, complete privacy.
 </p>
 
-<table width="100%">                                                            
-  <tr>                                                                          
-    <td width="50%"><img src="images/search.png" alt="Search" width="100%"></td>
-    <td width="50%"><img src="images/index.png" alt="Index" width="100%"></td>  
-  </tr>                                                                         
-</table>                                                                        
+<p align="center">
+  <img src="images/demo.gif" alt="DocFinder Demo" width="700">
+</p>                                                                        
 
 ## Features
 
diff --git a/images/demo.gif b/images/demo.gif
new file mode 100644
index 0000000000000000000000000000000000000000..0395620e773ce97026189211a9a17dd9ea6dc7e4
GIT binary patch
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literal 0
HcmV?d00001

diff --git a/src/docfinder/web/templates/index.html b/src/docfinder/web/templates/index.html
index a6f91e4..7a1d267 100644
--- a/src/docfinder/web/templates/index.html
+++ b/src/docfinder/web/templates/index.html
@@ -6,69 +6,119 @@
     <title>DocFinder</title>
     <style>
       :root {
-        --primary: #2563eb;
-        --primary-hover: #1d4ed8;
-        --primary-light: rgba(37, 99, 235, 0.12);
-        --danger: #dc2626;
-        --danger-hover: #b91c1c;
-        --danger-light: rgba(220, 38, 38, 0.1);
-        --success: #16a34a;
-        --success-light: rgba(22, 163, 74, 0.1);
-        --warning: #d97706;
-        --bg: #f1f5f9;
-        --bg-card: #ffffff;
-        --bg-input: #f8fafc;
-        --text: #0f172a;
-        --text-muted: #64748b;
-        --text-subtle: #94a3b8;
-        --border: rgba(148, 163, 184, 0.25);
-        --border-focus: rgba(37, 99, 235, 0.5);
-        --shadow-xs: 0 1px 2px rgba(0,0,0,0.05);
-        --shadow: 0 1px 3px rgba(0,0,0,0.07), 0 4px 12px rgba(0,0,0,0.04);
-        --shadow-lg: 0 8px 24px rgba(0,0,0,0.10), 0 2px 6px rgba(0,0,0,0.06);
-        --shadow-xl: 0 20px 48px rgba(0,0,0,0.14);
-        --radius: 12px;
-        --radius-sm: 8px;
+        --primary: #6366f1;
+        --primary-hover: #4f46e5;
+        --primary-light: rgba(99, 102, 241, 0.10);
+        --primary-glow: rgba(99, 102, 241, 0.25);
+        --danger: #ef4444;
+        --danger-hover: #dc2626;
+        --danger-light: rgba(239, 68, 68, 0.08);
+        --success: #10b981;
+        --success-light: rgba(16, 185, 129, 0.08);
+        --warning: #f59e0b;
+        --accent: #8b5cf6;
+
+        --bg-0: #fafbfc;
+        --bg-1: #ffffff;
+        --bg-2: #f4f5f7;
+        --bg-3: #eef0f4;
+        --text-0: #111827;
+        --text-1: #374151;
+        --text-2: #6b7280;
+        --text-3: #9ca3af;
+
+        --border: rgba(0, 0, 0, 0.06);
+        --border-subtle: rgba(0, 0, 0, 0.03);
+        --border-focus: rgba(99, 102, 241, 0.4);
+
+        --shadow-sm: 0 1px 2px rgba(0,0,0,0.04);
+        --shadow-md: 0 2px 8px rgba(0,0,0,0.06), 0 0 1px rgba(0,0,0,0.04);
+        --shadow-lg: 0 8px 30px rgba(0,0,0,0.08), 0 0 1px rgba(0,0,0,0.04);
+        --shadow-xl: 0 20px 60px rgba(0,0,0,0.12);
+
         --radius-xs: 6px;
-        --header-h: 60px;
+        --radius-sm: 8px;
+        --radius: 12px;
+        --radius-lg: 16px;
+        --radius-xl: 20px;
+
+        --header-h: 56px;
+        --transition: 0.2s cubic-bezier(0.4, 0, 0.2, 1);
         color-scheme: light dark;
       }
 
       @media (prefers-color-scheme: dark) {
         :root {
-          --bg: #0c1120;
-          --bg-card: #151f32;
-          --bg-input: #1a2540;
-          --text: #e8edf5;
-          --text-muted: #8a9bbf;
-          --text-subtle: #536180;
-          --border: rgba(148, 163, 184, 0.12);
-          --border-focus: rgba(96, 165, 250, 0.5);
-          --shadow-xs: 0 1px 2px rgba(0,0,0,0.3);
-          --shadow: 0 1px 3px rgba(0,0,0,0.4), 0 4px 12px rgba(0,0,0,0.25);
-          --shadow-lg: 0 8px 24px rgba(0,0,0,0.45), 0 2px 6px rgba(0,0,0,0.3);
-          --shadow-xl: 0 20px 48px rgba(0,0,0,0.6);
-          --primary: #3b82f6;
-          --primary-hover: #2563eb;
-          --primary-light: rgba(59, 130, 246, 0.15);
+          --primary: #818cf8;
+          --primary-hover: #6366f1;
+          --primary-light: rgba(129, 140, 248, 0.12);
+          --primary-glow: rgba(129, 140, 248, 0.20);
+          --danger: #f87171;
+          --danger-hover: #ef4444;
+          --danger-light: rgba(248, 113, 113, 0.10);
+          --success: #34d399;
+          --success-light: rgba(52, 211, 153, 0.10);
+          --accent: #a78bfa;
+
+          --bg-0: #0a0a0f;
+          --bg-1: #12121a;
+          --bg-2: #1a1a25;
+          --bg-3: #22222f;
+          --text-0: #f3f4f6;
+          --text-1: #d1d5db;
+          --text-2: #9ca3af;
+          --text-3: #6b7280;
+
+          --border: rgba(255, 255, 255, 0.06);
+          --border-subtle: rgba(255, 255, 255, 0.03);
+          --border-focus: rgba(129, 140, 248, 0.4);
+
+          --shadow-sm: 0 1px 2px rgba(0,0,0,0.2);
+          --shadow-md: 0 2px 8px rgba(0,0,0,0.3), 0 0 1px rgba(0,0,0,0.2);
+          --shadow-lg: 0 8px 30px rgba(0,0,0,0.4), 0 0 1px rgba(0,0,0,0.2);
+          --shadow-xl: 0 20px 60px rgba(0,0,0,0.5);
         }
       }
 
       * { box-sizing: border-box; margin: 0; padding: 0; }
 
       body {
-        background: var(--bg);
-        color: var(--text);
-        font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", system-ui, sans-serif;
-        font-size: 15px;
-        line-height: 1.55;
+        background: var(--bg-0);
+        color: var(--text-0);
+        font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", "Inter", system-ui, sans-serif;
+        font-size: 14px;
+        line-height: 1.5;
         -webkit-font-smoothing: antialiased;
+        -moz-osx-font-smoothing: grayscale;
+        min-height: 100vh;
+      }
+
+      /* ── Ambient background gradient ─────────────────────────────────────── */
+      body::before {
+        content: '';
+        position: fixed;
+        inset: 0;
+        background:
+          radial-gradient(ellipse 80% 50% at 50% -20%, rgba(99,102,241,0.08), transparent),
+          radial-gradient(ellipse 60% 40% at 80% 50%, rgba(139,92,246,0.05), transparent),
+          radial-gradient(ellipse 60% 40% at 20% 80%, rgba(59,130,246,0.04), transparent);
+        pointer-events: none;
+        z-index: 0;
+      }
+
+      @media (prefers-color-scheme: dark) {
+        body::before {
+          background:
+            radial-gradient(ellipse 80% 50% at 50% -20%, rgba(99,102,241,0.12), transparent),
+            radial-gradient(ellipse 60% 40% at 80% 50%, rgba(139,92,246,0.08), transparent),
+            radial-gradient(ellipse 60% 40% at 20% 80%, rgba(59,130,246,0.06), transparent);
+        }
       }
 
       /* ── Header ─────────────────────────────────────────────────────────── */
       header {
         height: var(--header-h);
-        background: rgba(255,255,255,0.75);
+        background: color-mix(in srgb, var(--bg-1) 80%, transparent);
         backdrop-filter: saturate(180%) blur(20px);
         -webkit-backdrop-filter: saturate(180%) blur(20px);
         border-bottom: 1px solid var(--border);
@@ -77,14 +127,8 @@
         z-index: 200;
       }
 
-      @media (prefers-color-scheme: dark) {
-        header {
-          background: rgba(21,31,50,0.8);
-        }
-      }
-
-      .header-content {
-        max-width: 1100px;
+      .header-inner {
+        max-width: 960px;
         margin: 0 auto;
         padding: 0 1.5rem;
         height: 100%;
@@ -97,64 +141,62 @@
       .logo {
         display: flex;
         align-items: center;
-        gap: 0.6rem;
+        gap: 0.5rem;
         text-decoration: none;
         flex-shrink: 0;
       }
 
-      .logo-icon {
-        width: 34px;
-        height: 34px;
-        background: linear-gradient(135deg, #667eea, #764ba2);
-        border-radius: 9px;
+      .logo-mark {
+        width: 28px;
+        height: 28px;
+        background: linear-gradient(135deg, var(--primary), var(--accent));
+        border-radius: 7px;
         display: flex;
         align-items: center;
         justify-content: center;
-        box-shadow: 0 2px 8px rgba(118,75,162,0.35);
+        box-shadow: 0 2px 8px var(--primary-glow);
       }
 
       .logo h1 {
-        font-size: 1.15rem;
+        font-size: 0.95rem;
         font-weight: 700;
-        background: linear-gradient(135deg, var(--primary), #7c3aed);
-        -webkit-background-clip: text;
-        -webkit-text-fill-color: transparent;
-        background-clip: text;
-        letter-spacing: -0.02em;
+        letter-spacing: -0.03em;
+        color: var(--text-0);
       }
 
       /* ── Tabs ─────────────────────────────────────────────────────────────── */
       .tabs {
         display: flex;
-        gap: 2px;
-        background: var(--bg);
+        gap: 1px;
+        background: var(--bg-2);
         border: 1px solid var(--border);
         padding: 3px;
         border-radius: calc(var(--radius-sm) + 3px);
       }
 
       .tab {
-        padding: 0.4rem 1rem;
+        padding: 0.35rem 0.85rem;
         border: none;
         background: transparent;
-        color: var(--text-muted);
+        color: var(--text-2);
         cursor: pointer;
         border-radius: var(--radius-sm);
-        font-size: 0.875rem;
+        font-size: 0.8rem;
         font-weight: 500;
-        transition: all 0.18s ease;
+        transition: all var(--transition);
         white-space: nowrap;
         display: flex;
         align-items: center;
-        gap: 0.35rem;
+        gap: 0.3rem;
+        position: relative;
       }
 
-      .tab:hover { color: var(--text); background: var(--bg-card); }
+      .tab:hover { color: var(--text-0); }
 
       .tab.active {
-        background: var(--bg-card);
-        color: var(--primary);
-        box-shadow: var(--shadow-xs);
+        background: var(--bg-1);
+        color: var(--text-0);
+        box-shadow: var(--shadow-sm);
       }
 
       /* ── Spotlight overlay ───────────────────────────────────────────────── */
@@ -163,55 +205,68 @@
         position: fixed;
         inset: 0;
         z-index: 9999;
-        background: rgba(0, 0, 0, 0.55);
-        backdrop-filter: blur(4px);
-        -webkit-backdrop-filter: blur(4px);
+        background: rgba(0, 0, 0, 0.5);
+        backdrop-filter: blur(8px);
+        -webkit-backdrop-filter: blur(8px);
         align-items: flex-start;
         justify-content: center;
-        padding-top: 15vh;
+        padding-top: 18vh;
       }
       #spotlight-overlay.visible { display: flex; }
 
       .spotlight-box {
-        width: 660px;
+        width: 620px;
         max-width: 92vw;
-        background: rgba(22, 27, 42, 0.97);
-        border: 1px solid rgba(255,255,255,0.10);
-        border-radius: 16px;
+        background: var(--bg-1);
+        border: 1px solid var(--border);
+        border-radius: var(--radius-lg);
         overflow: hidden;
-        box-shadow: 0 32px 80px rgba(0,0,0,0.6), 0 4px 16px rgba(0,0,0,0.4);
+        box-shadow: var(--shadow-xl), 0 0 0 1px var(--border);
         display: flex;
         flex-direction: column;
+        animation: spotlightIn 0.15s cubic-bezier(0.16, 1, 0.3, 1);
+      }
+
+      @keyframes spotlightIn {
+        from { opacity: 0; transform: scale(0.98) translateY(-8px); }
+        to { opacity: 1; transform: scale(1) translateY(0); }
+      }
+
+      @media (prefers-color-scheme: dark) {
+        .spotlight-box {
+          background: rgba(18, 18, 26, 0.95);
+          border-color: rgba(255,255,255,0.08);
+        }
       }
 
       .spotlight-search-bar {
         display: flex;
         align-items: center;
-        padding: 0 18px;
-        height: 66px;
-        gap: 14px;
-        border-bottom: 1px solid rgba(255,255,255,0.07);
+        padding: 0 16px;
+        height: 56px;
+        gap: 12px;
+        border-bottom: 1px solid var(--border);
         flex-shrink: 0;
       }
-      .spotlight-search-icon { color: rgba(255,255,255,0.35); flex-shrink: 0; }
+      .spotlight-search-icon { color: var(--text-3); flex-shrink: 0; }
 
       #spotlight-input {
         flex: 1;
         background: none;
         border: none;
         outline: none;
-        font-size: 1.25rem;
+        font-size: 1.05rem;
         font-weight: 400;
-        color: rgba(255,255,255,0.92);
-        caret-color: #60a5fa;
+        color: var(--text-0);
+        caret-color: var(--primary);
         font-family: inherit;
       }
-      #spotlight-input::placeholder { color: rgba(255,255,255,0.25); }
+      #spotlight-input::placeholder { color: var(--text-3); }
 
       .spotlight-spinner {
-        width: 16px; height: 16px;
-        border: 2px solid rgba(255,255,255,0.12);
-        border-top-color: #60a5fa;
+        width: 14px; height: 14px;
+        border: 2px solid var(--border);
+        border-top-color: var(--primary);
         border-radius: 50%;
         animation: spin 0.7s linear infinite;
         flex-shrink: 0;
@@ -221,94 +276,95 @@
 
       #spotlight-results {
         overflow-y: auto;
-        max-height: 420px;
-        padding: 6px 0;
+        max-height: 380px;
+        padding: 4px;
       }
       #spotlight-results::-webkit-scrollbar { width: 4px; }
       #spotlight-results::-webkit-scrollbar-track { background: transparent; }
       #spotlight-results::-webkit-scrollbar-thumb {
-        background: rgba(255,255,255,0.12); border-radius: 2px;
+        background: var(--text-3); border-radius: 2px; opacity: 0.3;
       }
 
       .sl-result-item {
         display: flex;
         flex-direction: column;
-        padding: 10px 18px;
+        padding: 8px 12px;
         cursor: pointer;
-        gap: 3px;
-        transition: background 0.1s;
-        border-left: 3px solid transparent;
+        gap: 2px;
+        transition: background var(--transition);
+        border-radius: var(--radius-sm);
+        margin: 1px 0;
       }
       .sl-result-item.active, .sl-result-item:hover {
-        background: rgba(96,165,250,0.12);
-        border-left-color: #60a5fa;
+        background: var(--primary-light);
       }
       .sl-result-title {
-        font-size: 0.9rem; font-weight: 500;
-        color: rgba(255,255,255,0.9);
+        font-size: 0.85rem; font-weight: 500;
+        color: var(--text-0);
         white-space: nowrap; overflow: hidden; text-overflow: ellipsis;
       }
       .sl-result-snippet {
-        font-size: 0.77rem; color: rgba(255,255,255,0.38);
+        font-size: 0.75rem; color: var(--text-2);
         line-height: 1.4;
         display: -webkit-box; -webkit-line-clamp: 2;
         -webkit-box-orient: vertical; overflow: hidden;
       }
       .sl-result-meta {
-        display: flex; align-items: center; gap: 10px; margin-top: 1px;
+        display: flex; align-items: center; gap: 8px; margin-top: 2px;
       }
       .sl-result-type {
-        font-size: 0.66rem; padding: 1px 5px; border-radius: 3px;
-        background: rgba(255,255,255,0.07); color: rgba(255,255,255,0.35);
+        font-size: 0.65rem; padding: 1px 5px; border-radius: 3px;
+        background: var(--bg-3); color: var(--text-2);
         text-transform: uppercase; letter-spacing: 0.04em; flex-shrink: 0;
       }
       .sl-result-path {
-        font-size: 0.7rem; color: rgba(255,255,255,0.22);
+        font-size: 0.68rem; color: var(--text-3);
         overflow: hidden; text-overflow: ellipsis; white-space: nowrap; flex: 1;
       }
       .sl-result-score {
-        font-size: 0.68rem; color: rgba(96,165,250,0.6);
-        flex-shrink: 0; font-variant-numeric: tabular-nums;
+        font-size: 0.65rem; color: var(--primary);
+        flex-shrink: 0; font-variant-numeric: tabular-nums; opacity: 0.7;
       }
       .sl-empty {
-        padding: 28px 20px; text-align: center;
-        color: rgba(255,255,255,0.22); font-size: 0.88rem;
+        padding: 24px 16px; text-align: center;
+        color: var(--text-3); font-size: 0.85rem;
       }
       .spotlight-hint-bar {
         display: flex; justify-content: space-between;
-        padding: 7px 18px; font-size: 0.7rem;
-        color: rgba(255,255,255,0.18);
-        border-top: 1px solid rgba(255,255,255,0.05); flex-shrink: 0;
+        padding: 6px 16px; font-size: 0.68rem;
+        color: var(--text-3);
+        border-top: 1px solid var(--border); flex-shrink: 0;
       }
       .spotlight-hint-bar kbd {
-        background: rgba(255,255,255,0.08); border-radius: 3px;
-        padding: 1px 5px; font-family: inherit; font-size: 0.68rem;
+        background: var(--bg-3); border-radius: 3px;
+        padding: 1px 4px; font-family: inherit; font-size: 0.65rem;
       }
 
-
       /* ── Main layout ──────────────────────────────────────────────────────── */
       main {
-        max-width: 1100px;
+        max-width: 960px;
         margin: 0 auto;
-        padding: 1.75rem 1.5rem 3rem;
+        padding: 2rem 1.5rem 4rem;
+        position: relative;
+        z-index: 1;
       }
 
       .section { display: none; }
-      .section.active { display: block; animation: fadeUp 0.2s ease both; }
+      .section.active { display: block; animation: sectionIn 0.25s ease both; }
 
-      @keyframes fadeUp {
-        from { opacity: 0; transform: translateY(6px); }
+      @keyframes sectionIn {
+        from { opacity: 0; transform: translateY(8px); }
         to   { opacity: 1; transform: translateY(0); }
       }
 
       /* ── Card ─────────────────────────────────────────────────────────────── */
       .card {
-        background: var(--bg-card);
+        background: var(--bg-1);
         border-radius: var(--radius);
-        padding: 1.4rem 1.5rem;
-        box-shadow: var(--shadow);
+        padding: 1.25rem;
+        box-shadow: var(--shadow-md);
         border: 1px solid var(--border);
-        margin-bottom: 1.25rem;
+        margin-bottom: 1rem;
       }
 
       .card-header {
@@ -319,61 +375,83 @@
       }
 
       .card-title {
-        font-size: 0.95rem;
+        font-size: 0.85rem;
         font-weight: 600;
-        color: var(--text);
+        color: var(--text-0);
         display: flex;
         align-items: center;
-        gap: 0.45rem;
+        gap: 0.4rem;
+      }
+
+      /* ── Hero search ─────────────────────────────────────────────────────── */
+      .hero {
+        text-align: center;
+        padding: 2.5rem 0 0;
+        margin-bottom: 1.5rem;
+      }
+
+      .hero-title {
+        font-size: 1.75rem;
+        font-weight: 700;
+        letter-spacing: -0.04em;
+        color: var(--text-0);
+        margin-bottom: 0.35rem;
+      }
+
+      .hero-sub {
+        font-size: 0.9rem;
+        color: var(--text-2);
+        margin-bottom: 1.5rem;
       }
 
-      /* ── Search ───────────────────────────────────────────────────────────── */
       .search-wrap {
         position: relative;
         display: flex;
         align-items: center;
+        max-width: 600px;
+        margin: 0 auto;
       }
 
       .search-icon {
         position: absolute;
         left: 1rem;
-        color: var(--text-subtle);
-        font-size: 1.1rem;
-        pointer-events: none;
+        color: var(--text-3);
         display: flex;
+        pointer-events: none;
       }
 
       .search-input {
         width: 100%;
-        padding: 0.875rem 5.5rem 0.875rem 3rem;
+        padding: 0.85rem 5.5rem 0.85rem 2.75rem;
         border: 1.5px solid var(--border);
         border-radius: var(--radius);
-        font-size: 1.05rem;
-        background: var(--bg-card);
-        color: var(--text);
-        transition: border-color 0.15s, box-shadow 0.15s;
+        font-size: 0.95rem;
+        background: var(--bg-1);
+        color: var(--text-0);
+        transition: all var(--transition);
         outline: none;
+        box-shadow: var(--shadow-sm);
+        font-family: inherit;
       }
 
-      .search-input::placeholder { color: var(--text-subtle); }
+      .search-input::placeholder { color: var(--text-3); }
 
       .search-input:focus {
         border-color: var(--primary);
-        box-shadow: 0 0 0 3px var(--primary-light);
+        box-shadow: 0 0 0 3px var(--primary-light), var(--shadow-sm);
       }
 
       .search-btn {
         position: absolute;
-        right: 0.5rem;
-        padding: 0.5rem 1rem;
-        font-size: 0.875rem;
+        right: 6px;
+        padding: 0.5rem 0.9rem;
+        font-size: 0.8rem;
       }
 
-      /* Results count */
       .results-meta {
-        font-size: 0.85rem;
-        color: var(--text-muted);
-        margin-bottom: 1rem;
+        font-size: 0.8rem;
+        color: var(--text-2);
+        margin-bottom: 0.75rem;
         padding: 0 0.25rem;
       }
 
@@ -381,78 +459,81 @@
       .btn {
         display: inline-flex;
         align-items: center;
-        gap: 0.4rem;
-        padding: 0.6rem 1.1rem;
+        gap: 0.35rem;
+        padding: 0.5rem 0.95rem;
         border: none;
         border-radius: var(--radius-sm);
-        font-size: 0.875rem;
-        font-weight: 600;
+        font-size: 0.8rem;
+        font-weight: 550;
         cursor: pointer;
-        transition: all 0.15s ease;
+        transition: all var(--transition);
         white-space: nowrap;
         text-decoration: none;
+        font-family: inherit;
       }
 
       .btn-primary {
-        background: linear-gradient(135deg, var(--primary) 0%, var(--primary-hover) 100%);
+        background: var(--primary);
         color: #fff;
-        box-shadow: 0 1px 3px rgba(37,99,235,0.3);
+        box-shadow: 0 1px 3px var(--primary-glow);
       }
 
       .btn-primary:hover:not(:disabled) {
-        filter: brightness(1.08);
-        box-shadow: 0 3px 10px rgba(37,99,235,0.4);
+        background: var(--primary-hover);
+        box-shadow: 0 4px 12px var(--primary-glow);
         transform: translateY(-1px);
       }
 
       .btn-secondary {
-        background: transparent;
-        color: var(--primary);
-        border: 1.5px solid var(--border);
+        background: var(--bg-2);
+        color: var(--text-1);
+        border: 1px solid var(--border);
       }
 
-      .btn-secondary:hover:not(:disabled) { background: var(--primary-light); border-color: var(--primary); }
+      .btn-secondary:hover:not(:disabled) { background: var(--bg-3); }
 
       .btn-danger { background: var(--danger); color: #fff; }
       .btn-danger:hover:not(:disabled) { background: var(--danger-hover); }
 
       .btn-ghost {
         background: transparent;
-        color: var(--text-muted);
-        padding: 0.4rem 0.6rem;
+        color: var(--text-2);
+        padding: 0.35rem 0.5rem;
       }
 
       .btn-ghost:hover:not(:disabled) { color: var(--danger); background: var(--danger-light); }
 
-      .btn-sm { padding: 0.4rem 0.75rem; font-size: 0.8rem; }
+      .btn-sm { padding: 0.35rem 0.65rem; font-size: 0.75rem; }
 
-      .btn:disabled { opacity: 0.5; cursor: not-allowed; transform: none !important; filter: none !important; }
+      .btn:disabled { opacity: 0.45; cursor: not-allowed; transform: none !important; }
 
       /* ── Forms ────────────────────────────────────────────────────────────── */
       .form-row {
         display: flex;
-        gap: 0.75rem;
+        gap: 0.6rem;
         flex-wrap: wrap;
       }
 
       .form-input {
         flex: 1;
         min-width: 220px;
-        padding: 0.65rem 0.9rem;
+        padding: 0.6rem 0.85rem;
         border: 1.5px solid var(--border);
         border-radius: var(--radius-sm);
-        font-size: 0.95rem;
-        background: var(--bg-input);
-        color: var(--text);
-        transition: border-color 0.15s, box-shadow 0.15s;
+        font-size: 0.875rem;
+        background: var(--bg-2);
+        color: var(--text-0);
+        transition: all var(--transition);
         outline: none;
+        font-family: inherit;
       }
 
-      .form-input::placeholder { color: var(--text-subtle); }
+      .form-input::placeholder { color: var(--text-3); }
 
       .form-input:focus {
         border-color: var(--primary);
         box-shadow: 0 0 0 3px var(--primary-light);
+        background: var(--bg-1);
       }
 
       .form-input.drag-over {
@@ -465,10 +546,10 @@
       .badge {
         display: inline-flex;
         align-items: center;
-        gap: 0.3rem;
-        padding: 0.3rem 0.7rem;
+        gap: 0.25rem;
+        padding: 0.25rem 0.6rem;
         border-radius: 9999px;
-        font-size: 0.8rem;
+        font-size: 0.75rem;
         font-weight: 600;
       }
 
@@ -480,39 +561,53 @@
       .progress-wrap {
         display: flex;
         flex-direction: column;
-        gap: 0.6rem;
-        padding: 1rem 0 0.25rem;
+        gap: 0.5rem;
+        padding: 0.85rem 0 0.25rem;
       }
 
       .progress-header {
         display: flex;
         justify-content: space-between;
         align-items: center;
-        font-size: 0.85rem;
+        font-size: 0.8rem;
       }
 
-      .progress-label { font-weight: 500; }
-      .progress-count { color: var(--text-muted); }
+      .progress-label { font-weight: 500; color: var(--text-1); }
+      .progress-count { color: var(--text-2); font-variant-numeric: tabular-nums; }
 
       .progress-bar-bg {
-        height: 6px;
-        background: var(--border);
+        height: 4px;
+        background: var(--bg-3);
         border-radius: 9999px;
         overflow: hidden;
       }
 
       .progress-bar-fill {
         height: 100%;
-        background: linear-gradient(90deg, var(--primary), #7c3aed);
+        background: linear-gradient(90deg, var(--primary), var(--accent));
         border-radius: 9999px;
-        transition: width 0.4s ease;
+        transition: width 0.5s cubic-bezier(0.4, 0, 0.2, 1);
         min-width: 4px;
+        position: relative;
+      }
+
+      .progress-bar-fill::after {
+        content: '';
+        position: absolute;
+        inset: 0;
+        background: linear-gradient(90deg, transparent, rgba(255,255,255,0.3), transparent);
+        animation: shimmer 1.5s ease-in-out infinite;
+      }
+
+      @keyframes shimmer {
+        0% { transform: translateX(-100%); }
+        100% { transform: translateX(100%); }
       }
 
       .progress-file {
-        font-size: 0.78rem;
-        color: var(--text-muted);
-        font-family: "SF Mono", "Monaco", "Roboto Mono", monospace;
+        font-size: 0.72rem;
+        color: var(--text-2);
+        font-family: "SF Mono", "JetBrains Mono", "Fira Code", monospace;
         overflow: hidden;
         text-overflow: ellipsis;
         white-space: nowrap;
@@ -523,139 +618,158 @@
         list-style: none;
         display: flex;
         flex-direction: column;
-        gap: 0.85rem;
+        gap: 0.6rem;
       }
 
       .result-card {
-        background: var(--bg-card);
+        background: var(--bg-1);
         border-radius: var(--radius);
-        padding: 1.15rem 1.25rem;
-        box-shadow: var(--shadow);
+        padding: 1rem 1.15rem;
+        box-shadow: var(--shadow-md);
         border: 1px solid var(--border);
-        transition: box-shadow 0.18s, transform 0.18s;
+        transition: all var(--transition);
+        animation: resultIn 0.3s ease both;
+      }
+
+      .result-card:nth-child(1) { animation-delay: 0s; }
+      .result-card:nth-child(2) { animation-delay: 0.03s; }
+      .result-card:nth-child(3) { animation-delay: 0.06s; }
+      .result-card:nth-child(4) { animation-delay: 0.09s; }
+      .result-card:nth-child(5) { animation-delay: 0.12s; }
+      .result-card:nth-child(n+6) { animation-delay: 0.15s; }
+
+      @keyframes resultIn {
+        from { opacity: 0; transform: translateY(6px); }
+        to { opacity: 1; transform: translateY(0); }
       }
 
       .result-card:hover {
         box-shadow: var(--shadow-lg);
-        transform: translateY(-2px);
+        border-color: var(--primary-light);
+        transform: translateY(-1px);
       }
 
       .result-header {
         display: flex;
         align-items: flex-start;
         justify-content: space-between;
-        gap: 1rem;
-        margin-bottom: 0.5rem;
+        gap: 0.75rem;
+        margin-bottom: 0.4rem;
       }
 
       .result-title {
-        font-size: 1rem;
+        font-size: 0.9rem;
         font-weight: 600;
-        color: var(--text);
+        color: var(--text-0);
       }
 
       .result-score {
-        background: linear-gradient(135deg, var(--primary), #7c3aed);
-        color: #fff;
-        padding: 0.2rem 0.65rem;
+        background: var(--primary-light);
+        color: var(--primary);
+        padding: 0.15rem 0.5rem;
         border-radius: 9999px;
-        font-size: 0.78rem;
+        font-size: 0.7rem;
         font-weight: 700;
         flex-shrink: 0;
+        font-variant-numeric: tabular-nums;
       }
 
       .result-path {
-        font-family: "SF Mono", "Monaco", "Roboto Mono", monospace;
-        font-size: 0.75rem;
-        color: var(--text-muted);
-        margin-bottom: 0.6rem;
+        font-family: "SF Mono", "JetBrains Mono", monospace;
+        font-size: 0.7rem;
+        color: var(--text-2);
+        margin-bottom: 0.5rem;
         word-break: break-all;
       }
 
       .result-snippet {
-        font-size: 0.9rem;
-        color: var(--text);
-        line-height: 1.6;
-        background: var(--bg);
-        padding: 0.65rem 0.9rem;
+        font-size: 0.82rem;
+        color: var(--text-1);
+        line-height: 1.55;
+        background: var(--bg-2);
+        padding: 0.6rem 0.85rem;
         border-radius: var(--radius-sm);
-        border-left: 3px solid var(--primary);
+        border-left: 2px solid var(--primary);
       }
 
       .result-actions {
         display: flex;
-        gap: 0.5rem;
-        margin-top: 0.85rem;
+        gap: 0.4rem;
+        margin-top: 0.65rem;
       }
 
       /* ── Documents table ──────────────────────────────────────────────────── */
       .documents-table {
         width: 100%;
         border-collapse: collapse;
-        font-size: 0.875rem;
+        font-size: 0.82rem;
       }
 
       .documents-table th,
       .documents-table td {
-        padding: 0.65rem 0.9rem;
+        padding: 0.55rem 0.75rem;
         text-align: left;
         border-bottom: 1px solid var(--border);
       }
 
       .documents-table th {
         font-weight: 600;
-        color: var(--text-subtle);
-        font-size: 0.75rem;
+        color: var(--text-3);
+        font-size: 0.7rem;
         text-transform: uppercase;
         letter-spacing: 0.06em;
-        background: var(--bg);
+        background: var(--bg-2);
       }
 
       .documents-table tr:last-child td { border-bottom: none; }
 
-      .documents-table tbody tr:hover td { background: var(--bg); }
+      .documents-table tbody tr {
+        transition: background var(--transition);
+      }
+
+      .documents-table tbody tr:hover td { background: var(--bg-2); }
 
       .doc-title { font-weight: 500; }
 
       .doc-path {
-        font-family: "SF Mono", "Monaco", monospace;
-        font-size: 0.75rem;
-        color: var(--text-muted);
+        font-family: "SF Mono", "JetBrains Mono", monospace;
+        font-size: 0.7rem;
+        color: var(--text-2);
         max-width: 260px;
         overflow: hidden;
         text-overflow: ellipsis;
         white-space: nowrap;
       }
 
-      .doc-meta { color: var(--text-muted); }
+      .doc-meta { color: var(--text-2); }
 
       /* ── Stats ────────────────────────────────────────────────────────────── */
       .stats-grid {
         display: grid;
-        grid-template-columns: repeat(auto-fit, minmax(130px, 1fr));
-        gap: 0.85rem;
-        margin-bottom: 1.25rem;
+        grid-template-columns: repeat(auto-fit, minmax(120px, 1fr));
+        gap: 0.6rem;
+        margin-bottom: 1rem;
       }
 
       .stat-card {
-        background: var(--bg);
+        background: var(--bg-2);
         border-radius: var(--radius-sm);
-        padding: 1rem;
+        padding: 0.85rem;
         text-align: center;
-        border: 1px solid var(--border);
+        border: 1px solid var(--border-subtle);
       }
 
       .stat-value {
-        font-size: 1.6rem;
+        font-size: 1.4rem;
         font-weight: 700;
         color: var(--primary);
         letter-spacing: -0.02em;
       }
 
       .stat-label {
-        font-size: 0.78rem;
-        color: var(--text-muted);
-        margin-top: 0.2rem;
+        font-size: 0.7rem;
+        color: var(--text-2);
+        margin-top: 0.15rem;
         text-transform: uppercase;
         letter-spacing: 0.05em;
       }
@@ -663,26 +777,32 @@
       /* ── Empty / loading states ───────────────────────────────────────────── */
       .empty-state {
         text-align: center;
-        padding: 3.5rem 1rem;
-        color: var(--text-muted);
+        padding: 3rem 1rem;
+        color: var(--text-2);
+      }
+
+      .empty-state .icon {
+        font-size: 2rem;
+        margin-bottom: 0.6rem;
+        opacity: 0.35;
       }
 
-      .empty-state .icon { font-size: 2.5rem; margin-bottom: 0.75rem; opacity: 0.45; }
+      .empty-state p { font-size: 0.85rem; }
 
       .loading {
         display: flex;
         align-items: center;
         justify-content: center;
-        gap: 0.65rem;
+        gap: 0.6rem;
         padding: 2.5rem;
-        color: var(--text-muted);
-        font-size: 0.9rem;
+        color: var(--text-2);
+        font-size: 0.85rem;
       }
 
       .spinner {
-        width: 20px;
-        height: 20px;
-        border: 2.5px solid var(--border);
+        width: 16px;
+        height: 16px;
+        border: 2px solid var(--border);
         border-top-color: var(--primary);
         border-radius: 50%;
         animation: spin 0.8s linear infinite;
@@ -691,29 +811,38 @@
 
       @keyframes spin { to { transform: rotate(360deg); } }
 
+      /* Skeleton loading */
+      .skeleton {
+        background: linear-gradient(90deg, var(--bg-2) 25%, var(--bg-3) 50%, var(--bg-2) 75%);
+        background-size: 200% 100%;
+        animation: skeletonPulse 1.5s ease-in-out infinite;
+        border-radius: var(--radius-sm);
+      }
+
+      @keyframes skeletonPulse {
+        0% { background-position: 200% 0; }
+        100% { background-position: -200% 0; }
+      }
+
       /* ── Toast ────────────────────────────────────────────────────────────── */
       .toast {
         position: fixed;
-        bottom: 1.75rem;
-        right: 1.75rem;
-        padding: 0.8rem 1.25rem;
-        border-radius: var(--radius);
+        bottom: 1.5rem;
+        right: 1.5rem;
+        padding: 0.65rem 1rem;
+        border-radius: var(--radius-sm);
         box-shadow: var(--shadow-xl);
         z-index: 9999;
-        font-size: 0.875rem;
+        font-size: 0.8rem;
         font-weight: 500;
-        animation: toastIn 0.25s cubic-bezier(0.34,1.56,0.64,1) both;
+        animation: toastIn 0.3s cubic-bezier(0.34,1.56,0.64,1) both;
         max-width: 320px;
+        backdrop-filter: blur(12px);
       }
 
-      .toast.success { background: #166534; color: #dcfce7; }
-      .toast.error   { background: #7f1d1d; color: #fee2e2; }
-      .toast.info    { background: #1e3a5f; color: #dbeafe; }
-
-      @media (prefers-color-scheme: dark) {
-        .toast.success { background: #14532d; }
-        .toast.error   { background: #7f1d1d; }
-      }
+      .toast.success { background: rgba(16,185,129,0.9); color: #fff; }
+      .toast.error   { background: rgba(239,68,68,0.9); color: #fff; }
+      .toast.info    { background: rgba(99,102,241,0.9); color: #fff; }
 
       @keyframes toastIn {
         from { opacity: 0; transform: translateY(12px) scale(0.95); }
@@ -724,8 +853,8 @@
       .modal-overlay {
         position: fixed;
         inset: 0;
-        background: rgba(0,0,0,0.45);
-        backdrop-filter: blur(4px);
+        background: rgba(0,0,0,0.4);
+        backdrop-filter: blur(6px);
         display: flex;
         align-items: center;
         justify-content: center;
@@ -738,41 +867,41 @@
       .modal-overlay.active { opacity: 1; visibility: visible; }
 
       .modal {
-        background: var(--bg-card);
+        background: var(--bg-1);
         border-radius: var(--radius);
-        padding: 1.5rem;
+        padding: 1.25rem;
         max-width: 380px;
         width: 92%;
         box-shadow: var(--shadow-xl);
         border: 1px solid var(--border);
-        transform: scale(0.92);
+        transform: scale(0.95);
         transition: transform 0.2s cubic-bezier(0.34,1.56,0.64,1);
       }
 
       .modal-overlay.active .modal { transform: scale(1); }
 
-      .modal-title { font-size: 1.05rem; font-weight: 600; margin-bottom: 0.6rem; }
-      .modal-text  { color: var(--text-muted); font-size: 0.9rem; margin-bottom: 1.25rem; }
+      .modal-title { font-size: 0.95rem; font-weight: 600; margin-bottom: 0.5rem; }
+      .modal-text  { color: var(--text-2); font-size: 0.85rem; margin-bottom: 1rem; line-height: 1.5; }
 
-      .modal-actions { display: flex; gap: 0.6rem; justify-content: flex-end; }
+      .modal-actions { display: flex; gap: 0.5rem; justify-content: flex-end; }
 
       /* ── Bulk actions ─────────────────────────────────────────────────────── */
       .select-all-bar {
         display: flex;
         align-items: center;
         justify-content: space-between;
-        padding: 0.6rem 0.75rem;
-        background: var(--bg);
+        padding: 0.5rem 0.65rem;
+        background: var(--bg-2);
         border-radius: var(--radius-sm);
-        margin-bottom: 0.85rem;
-        border: 1px solid var(--border);
+        margin-bottom: 0.75rem;
+        border: 1px solid var(--border-subtle);
       }
 
       .checkbox-row {
         display: flex;
         align-items: center;
-        gap: 0.4rem;
-        font-size: 0.875rem;
+        gap: 0.35rem;
+        font-size: 0.8rem;
         cursor: pointer;
       }
 
@@ -781,35 +910,35 @@
         list-style: none;
         display: flex;
         flex-direction: column;
-        gap: 0.5rem;
-        color: var(--text-muted);
-        font-size: 0.875rem;
+        gap: 0.4rem;
+        color: var(--text-2);
+        font-size: 0.82rem;
       }
 
       .tips-list li {
         display: flex;
-        gap: 0.5rem;
+        gap: 0.45rem;
       }
 
-      .tips-list li::before { content: "→"; color: var(--primary); flex-shrink: 0; }
+      .tips-list li::before { content: "\2192"; color: var(--primary); flex-shrink: 0; }
 
       /* ── Stats row ────────────────────────────────────────────────────────── */
       .index-stats-row {
         display: flex;
-        gap: 1.5rem;
+        gap: 1.25rem;
         flex-wrap: wrap;
-        margin-top: 0.85rem;
+        margin-top: 0.75rem;
       }
 
       .stat-item {
         display: flex;
         align-items: center;
-        gap: 0.35rem;
-        font-size: 0.875rem;
-        color: var(--text-muted);
+        gap: 0.3rem;
+        font-size: 0.82rem;
+        color: var(--text-2);
       }
 
-      .stat-item strong { color: var(--text); }
+      .stat-item strong { color: var(--text-0); }
 
       /* ── Settings ────────────────────────────────────────────────────────── */
       .setting-row {
@@ -817,34 +946,33 @@
         align-items: center;
         justify-content: space-between;
         gap: 1rem;
-        padding: 0.9rem 0;
+        padding: 0.75rem 0;
         border-bottom: 1px solid var(--border);
       }
 
       .setting-row:last-of-type { border-bottom: none; }
 
-      .setting-info { display: flex; flex-direction: column; gap: 0.2rem; }
+      .setting-info { display: flex; flex-direction: column; gap: 0.15rem; }
 
-      .setting-label { font-weight: 500; font-size: 0.95rem; }
+      .setting-label { font-weight: 500; font-size: 0.875rem; }
 
-      .setting-sub { font-size: 0.8rem; color: var(--text-muted); }
+      .setting-sub { font-size: 0.75rem; color: var(--text-2); }
 
-      .hotkey-display-wrap { display: flex; align-items: center; gap: 0.6rem; flex-shrink: 0; }
+      .hotkey-display-wrap { display: flex; align-items: center; gap: 0.5rem; flex-shrink: 0; }
 
       .hotkey-badge {
         display: inline-flex;
         align-items: center;
-        gap: 0.25rem;
-        padding: 0.3rem 0.75rem;
-        background: var(--bg);
-        border: 1.5px solid var(--border);
+        gap: 0.2rem;
+        padding: 0.25rem 0.65rem;
+        background: var(--bg-2);
+        border: 1px solid var(--border);
         border-radius: var(--radius-sm);
-        font-family: "SF Mono", "Monaco", "Roboto Mono", monospace;
-        font-size: 0.875rem;
+        font-family: "SF Mono", "JetBrains Mono", monospace;
+        font-size: 0.82rem;
         font-weight: 600;
-        color: var(--text);
-        letter-spacing: 0.03em;
-        min-width: 80px;
+        color: var(--text-0);
+        min-width: 72px;
         text-align: center;
         justify-content: center;
       }
@@ -853,8 +981,8 @@
       .toggle {
         position: relative;
         display: inline-block;
-        width: 44px;
-        height: 26px;
+        width: 40px;
+        height: 24px;
         flex-shrink: 0;
       }
 
@@ -863,40 +991,40 @@
       .toggle-slider {
         position: absolute;
         inset: 0;
-        background: var(--border);
+        background: var(--bg-3);
         border-radius: 9999px;
         cursor: pointer;
-        transition: background 0.2s;
+        transition: background var(--transition);
       }
 
       .toggle-slider::before {
         content: '';
         position: absolute;
-        width: 20px;
-        height: 20px;
+        width: 18px;
+        height: 18px;
         left: 3px;
         bottom: 3px;
         background: white;
         border-radius: 50%;
-        transition: transform 0.2s;
-        box-shadow: 0 1px 4px rgba(0,0,0,0.25);
+        transition: transform var(--transition);
+        box-shadow: 0 1px 4px rgba(0,0,0,0.2);
       }
 
       .toggle input:checked + .toggle-slider { background: var(--primary); }
-      .toggle input:checked + .toggle-slider::before { transform: translateX(18px); }
+      .toggle input:checked + .toggle-slider::before { transform: translateX(16px); }
 
       /* Hotkey capture area */
       .hotkey-capture-area {
-        min-height: 60px;
+        min-height: 56px;
         display: flex;
         align-items: center;
         justify-content: center;
         border: 2px dashed var(--border);
         border-radius: var(--radius-sm);
-        font-size: 0.95rem;
-        color: var(--text-muted);
-        margin: 1rem 0;
-        transition: all 0.18s;
+        font-size: 0.9rem;
+        color: var(--text-2);
+        margin: 0.85rem 0;
+        transition: all var(--transition);
         user-select: none;
       }
 
@@ -910,22 +1038,22 @@
         border-style: solid;
         border-color: var(--success);
         background: var(--success-light);
-        color: var(--text);
-        font-family: "SF Mono", "Monaco", monospace;
+        color: var(--text-0);
+        font-family: "SF Mono", "JetBrains Mono", monospace;
         font-weight: 700;
-        font-size: 1.1rem;
+        font-size: 1rem;
       }
 
-      @keyframes blink { 0%,100%{opacity:1} 50%{opacity:0.55} }
+      @keyframes blink { 0%,100%{opacity:1} 50%{opacity:0.6} }
 
       .info-box {
-        margin-top: 1rem;
-        padding: 0.75rem 1rem;
+        margin-top: 0.85rem;
+        padding: 0.65rem 0.85rem;
         background: var(--primary-light);
-        border-left: 3px solid var(--primary);
-        border-radius: var(--radius-sm);
-        font-size: 0.85rem;
-        color: var(--text-muted);
+        border-left: 2px solid var(--primary);
+        border-radius: var(--radius-xs);
+        font-size: 0.8rem;
+        color: var(--text-2);
         line-height: 1.5;
       }
 
@@ -933,13 +1061,13 @@
       .folder-preview {
         display: flex;
         align-items: flex-start;
-        gap: 0.5rem;
-        margin-top: 0.6rem;
-        padding: 0.5rem 0.75rem;
+        gap: 0.4rem;
+        margin-top: 0.5rem;
+        padding: 0.45rem 0.65rem;
         background: var(--primary-light);
         border-radius: var(--radius-xs);
-        font-size: 0.85rem;
-        color: var(--text-muted);
+        font-size: 0.8rem;
+        color: var(--text-2);
         line-height: 1.4;
       }
 
@@ -947,47 +1075,49 @@
       .warn-file-row {
         display: flex;
         align-items: center;
-        gap: 0.5rem;
-        padding: 0.35rem 0.5rem;
+        gap: 0.4rem;
+        padding: 0.3rem 0.45rem;
         border-radius: var(--radius-xs);
-        font-size: 0.82rem;
+        font-size: 0.78rem;
         cursor: pointer;
         user-select: none;
       }
 
-      .warn-file-row:hover { background: var(--bg); }
+      .warn-file-row:hover { background: var(--bg-2); }
       .warn-file-name { flex: 1; overflow: hidden; text-overflow: ellipsis; white-space: nowrap; }
-      .warn-file-size { color: var(--text-muted); flex-shrink: 0; }
+      .warn-file-size { color: var(--text-2); flex-shrink: 0; }
 
       /* ── Index warning list ───────────────────────────────────────────────── */
       .warn-list {
         list-style: none;
-        margin: 0.6rem 0 0;
+        margin: 0.5rem 0 0;
         padding: 0;
         display: flex;
         flex-direction: column;
-        gap: 0.4rem;
+        gap: 0.35rem;
       }
 
       .warn-list li {
-        padding: 0.5rem 0.75rem;
-        background: rgba(217, 119, 6, 0.1);
-        border-left: 3px solid var(--warning);
+        padding: 0.45rem 0.65rem;
+        background: rgba(245, 158, 11, 0.08);
+        border-left: 2px solid var(--warning);
         border-radius: var(--radius-xs);
-        font-size: 0.875rem;
-        color: var(--text);
-        line-height: 1.45;
+        font-size: 0.82rem;
+        color: var(--text-1);
+        line-height: 1.4;
       }
 
       /* ── Responsive ───────────────────────────────────────────────────────── */
       @media (max-width: 640px) {
-        .header-content { flex-wrap: wrap; height: auto; padding: 0.6rem 1rem; gap: 0.5rem; }
+        .header-inner { flex-wrap: wrap; height: auto; padding: 0.5rem 1rem; gap: 0.4rem; }
         header { height: auto; }
         .tabs { width: 100%; }
         .tab { flex: 1; justify-content: center; }
         .form-row { flex-direction: column; }
-        .result-header { flex-direction: column; gap: 0.4rem; }
+        .result-header { flex-direction: column; gap: 0.3rem; }
         .documents-table { display: block; overflow-x: auto; }
+        .hero { padding: 1.5rem 0 0; }
+        .hero-title { font-size: 1.35rem; }
       }
     </style>
   </head>
@@ -997,7 +1127,7 @@
       <div class="spotlight-box">
         <div class="spotlight-search-bar">
           <span class="spotlight-search-icon">
-            <svg width="20" height="20" viewBox="0 0 20 20" fill="none">
+            <svg width="18" height="18" viewBox="0 0 20 20" fill="none">
               <circle cx="9" cy="9" r="5.5" stroke="currentColor" stroke-width="1.7"/>
               <path d="M13.5 13.5L17 17" stroke="currentColor" stroke-width="1.7" stroke-linecap="round"/>
             </svg>
@@ -1008,42 +1138,40 @@
         </div>
         <div id="spotlight-results"></div>
         <div class="spotlight-hint-bar">
-          <span><kbd>↑↓</kbd> navigate · <kbd>↵</kbd> open · <kbd>Esc</kbd> close</span>
+          <span><kbd>&uarr;&darr;</kbd> navigate &middot; <kbd>&crarr;</kbd> open &middot; <kbd>Esc</kbd> close</span>
           <span>DocFinder</span>
         </div>
       </div>
     </div>
 
     <header>
-      <div class="header-content">
+      <div class="header-inner">
         <div class="logo">
-          <div class="logo-icon">
-            <svg width="22" height="22" viewBox="0 0 100 100" fill="none" xmlns="http://www.w3.org/2000/svg">
-              <path d="M20 15L20 85L70 85L70 30L55 15Z" stroke="white" stroke-width="6" fill="none" stroke-linecap="round" stroke-linejoin="round"/>
-              <path d="M55 15L55 30L70 30" stroke="white" stroke-width="6" fill="none" stroke-linecap="round" stroke-linejoin="round"/>
-              <line x1="30" y1="45" x2="50" y2="45" stroke="white" stroke-width="5.5" stroke-linecap="round"/>
-              <line x1="30" y1="55" x2="45" y2="55" stroke="white" stroke-width="5.5" stroke-linecap="round"/>
-              <circle cx="64" cy="57" r="17" stroke="white" stroke-width="5.5" fill="none"/>
-              <line x1="76" y1="69" x2="88" y2="83" stroke="white" stroke-width="6.5" stroke-linecap="round"/>
+          <div class="logo-mark">
+            <svg width="16" height="16" viewBox="0 0 100 100" fill="none">
+              <path d="M20 15L20 85L70 85L70 30L55 15Z" stroke="white" stroke-width="7" fill="none" stroke-linecap="round" stroke-linejoin="round"/>
+              <path d="M55 15L55 30L70 30" stroke="white" stroke-width="7" fill="none" stroke-linecap="round" stroke-linejoin="round"/>
+              <circle cx="64" cy="57" r="17" stroke="white" stroke-width="6" fill="none"/>
+              <line x1="76" y1="69" x2="88" y2="83" stroke="white" stroke-width="7" stroke-linecap="round"/>
             </svg>
           </div>
           <h1>DocFinder</h1>
         </div>
         <nav class="tabs" role="tablist">
           <button class="tab active" data-tab="search" role="tab" aria-selected="true">
-            <svg width="13" height="13" viewBox="0 0 16 16" fill="none"><circle cx="6.5" cy="6.5" r="5" stroke="currentColor" stroke-width="1.6"/><path d="M10.5 10.5L14 14" stroke="currentColor" stroke-width="1.6" stroke-linecap="round"/></svg>
+            <svg width="12" height="12" viewBox="0 0 16 16" fill="none"><circle cx="6.5" cy="6.5" r="5" stroke="currentColor" stroke-width="1.6"/><path d="M10.5 10.5L14 14" stroke="currentColor" stroke-width="1.6" stroke-linecap="round"/></svg>
             Search
           </button>
           <button class="tab" data-tab="index" role="tab" aria-selected="false">
-            <svg width="13" height="13" viewBox="0 0 16 16" fill="none"><path d="M2 2h5l2 2h5v10H2V2z" stroke="currentColor" stroke-width="1.5" stroke-linejoin="round"/><path d="M8 7v5M6 10l2 2 2-2" stroke="currentColor" stroke-width="1.4" stroke-linecap="round" stroke-linejoin="round"/></svg>
+            <svg width="12" height="12" viewBox="0 0 16 16" fill="none"><path d="M2 2h5l2 2h5v10H2V2z" stroke="currentColor" stroke-width="1.5" stroke-linejoin="round"/><path d="M8 7v5M6 10l2 2 2-2" stroke="currentColor" stroke-width="1.4" stroke-linecap="round" stroke-linejoin="round"/></svg>
             Index
           </button>
           <button class="tab" data-tab="documents" role="tab" aria-selected="false">
-            <svg width="13" height="13" viewBox="0 0 16 16" fill="none"><path d="M2 3h12v10H2V3z" stroke="currentColor" stroke-width="1.5" stroke-linejoin="round"/><path d="M5 7h6M5 10h4" stroke="currentColor" stroke-width="1.4" stroke-linecap="round"/></svg>
+            <svg width="12" height="12" viewBox="0 0 16 16" fill="none"><path d="M2 3h12v10H2V3z" stroke="currentColor" stroke-width="1.5" stroke-linejoin="round"/><path d="M5 7h6M5 10h4" stroke="currentColor" stroke-width="1.4" stroke-linecap="round"/></svg>
             Library
           </button>
           <button class="tab" data-tab="settings" role="tab" aria-selected="false">
-            <svg width="13" height="13" viewBox="0 0 16 16" fill="none"><circle cx="8" cy="8" r="2.5" stroke="currentColor" stroke-width="1.4"/><path d="M8 1v2M8 13v2M1 8h2M13 8h2M3.05 3.05l1.41 1.41M11.54 11.54l1.41 1.41M3.05 12.95l1.41-1.41M11.54 4.46l1.41-1.41" stroke="currentColor" stroke-width="1.4" stroke-linecap="round"/></svg>
+            <svg width="12" height="12" viewBox="0 0 16 16" fill="none"><circle cx="8" cy="8" r="2.5" stroke="currentColor" stroke-width="1.4"/><path d="M8 1v2M8 13v2M1 8h2M13 8h2M3.05 3.05l1.41 1.41M11.54 11.54l1.41 1.41M3.05 12.95l1.41-1.41M11.54 4.46l1.41-1.41" stroke="currentColor" stroke-width="1.4" stroke-linecap="round"/></svg>
             Settings
           </button>
         </nav>
@@ -1053,17 +1181,19 @@ <h1>DocFinder</h1>
     <main>
       <!-- ── Search ───────────────────────────────────────────────────────── -->
       <div id="search-section" class="section active" role="tabpanel">
-        <div class="card">
+        <div class="hero">
+          <h2 class="hero-title">Find anything, instantly</h2>
+          <p class="hero-sub">Semantic search across all your indexed documents</p>
           <form id="search-form">
             <div class="search-wrap">
               <span class="search-icon">
-                <svg width="18" height="18" viewBox="0 0 20 20" fill="none"><circle cx="9" cy="9" r="6.5" stroke="currentColor" stroke-width="1.7"/><path d="M14 14L18 18" stroke="currentColor" stroke-width="1.7" stroke-linecap="round"/></svg>
+                <svg width="16" height="16" viewBox="0 0 20 20" fill="none"><circle cx="9" cy="9" r="6.5" stroke="currentColor" stroke-width="1.7"/><path d="M14 14L18 18" stroke="currentColor" stroke-width="1.7" stroke-linecap="round"/></svg>
               </span>
               <input
                 id="query"
                 type="text"
                 class="search-input"
-                placeholder="Search your documents… (⌥D)"
+                placeholder="Search your documents..."
                 autocomplete="off"
                 spellcheck="false"
                 required
@@ -1081,7 +1211,7 @@ <h1>DocFinder</h1>
         <div class="card">
           <div class="card-header">
             <h2 class="card-title">
-              <svg width="16" height="16" viewBox="0 0 16 16" fill="none"><path d="M2 2h5l2 2h5v10H2V2z" stroke="currentColor" stroke-width="1.5" stroke-linejoin="round"/><path d="M8 7v5M6 10l2 2 2-2" stroke="currentColor" stroke-width="1.4" stroke-linecap="round" stroke-linejoin="round"/></svg>
+              <svg width="15" height="15" viewBox="0 0 16 16" fill="none"><path d="M2 2h5l2 2h5v10H2V2z" stroke="currentColor" stroke-width="1.5" stroke-linejoin="round"/><path d="M8 7v5M6 10l2 2 2-2" stroke="currentColor" stroke-width="1.4" stroke-linecap="round" stroke-linejoin="round"/></svg>
               Index Documents
             </h2>
           </div>
@@ -1090,31 +1220,31 @@ <h2 class="card-title">
               id="index-path"
               type="text"
               class="form-input"
-              placeholder="Select a folder with Browse, drag & drop, or type a path…"
+              placeholder="Select a folder with Browse, drag & drop, or type a path..."
               required
             />
             <button type="button" id="browse-btn" class="btn btn-secondary" style="display:none;" title="Open folder picker">
-              <svg width="14" height="14" viewBox="0 0 16 16" fill="none"><path d="M2 4h5l1.5 1.5H14V13H2V4z" stroke="currentColor" stroke-width="1.5" stroke-linejoin="round"/></svg>
-              Browse…
+              <svg width="13" height="13" viewBox="0 0 16 16" fill="none"><path d="M2 4h5l1.5 1.5H14V13H2V4z" stroke="currentColor" stroke-width="1.5" stroke-linejoin="round"/></svg>
+              Browse
             </button>
             <button type="submit" id="index-btn" class="btn btn-primary">
-              <svg width="14" height="14" viewBox="0 0 16 16" fill="none"><path d="M8 3v8M5 8l3 3 3-3" stroke="white" stroke-width="1.6" stroke-linecap="round" stroke-linejoin="round"/><path d="M2 13h12" stroke="white" stroke-width="1.6" stroke-linecap="round"/></svg>
+              <svg width="13" height="13" viewBox="0 0 16 16" fill="none"><path d="M8 3v8M5 8l3 3 3-3" stroke="white" stroke-width="1.6" stroke-linecap="round" stroke-linejoin="round"/><path d="M2 13h12" stroke="white" stroke-width="1.6" stroke-linecap="round"/></svg>
               Index
             </button>
           </form>
           <div id="folder-preview" class="folder-preview" style="display:none;"></div>
-          <div id="index-status" style="margin-top: 1rem;"></div>
+          <div id="index-status" style="margin-top: 0.85rem;"></div>
         </div>
 
         <div class="card">
-          <h2 class="card-title" style="margin-bottom: 0.75rem;">
-            <svg width="15" height="15" viewBox="0 0 16 16" fill="none"><circle cx="8" cy="8" r="6.5" stroke="currentColor" stroke-width="1.5"/><path d="M8 5v4l2 2" stroke="currentColor" stroke-width="1.4" stroke-linecap="round"/></svg>
+          <h2 class="card-title" style="margin-bottom: 0.6rem;">
+            <svg width="14" height="14" viewBox="0 0 16 16" fill="none"><circle cx="8" cy="8" r="6.5" stroke="currentColor" stroke-width="1.5"/><path d="M8 5v4l2 2" stroke="currentColor" stroke-width="1.4" stroke-linecap="round"/></svg>
             Tips
           </h2>
           <ul class="tips-list">
             <li>Use absolute paths — e.g. <code>/Users/name/Documents</code></li>
             <li>Index entire folders: all PDFs are discovered recursively</li>
-            <li>Use the <strong>Browse…</strong> button to open a native folder picker</li>
+            <li>Use the <strong>Browse</strong> button to open a native folder picker</li>
             <li>Or drag &amp; drop a folder from Finder / Explorer onto the input field</li>
             <li>Already-indexed documents are automatically updated if modified</li>
             <li>Unchanged files are skipped — re-indexing is fast</li>
@@ -1127,16 +1257,16 @@ <h2 class="card-title" style="margin-bottom: 0.75rem;">
         <div class="card">
           <div class="card-header">
             <h2 class="card-title">
-              <svg width="16" height="16" viewBox="0 0 16 16" fill="none"><path d="M2 3h12v10H2V3z" stroke="currentColor" stroke-width="1.5" stroke-linejoin="round"/><path d="M5 7h6M5 10h4" stroke="currentColor" stroke-width="1.4" stroke-linecap="round"/></svg>
+              <svg width="15" height="15" viewBox="0 0 16 16" fill="none"><path d="M2 3h12v10H2V3z" stroke="currentColor" stroke-width="1.5" stroke-linejoin="round"/><path d="M5 7h6M5 10h4" stroke="currentColor" stroke-width="1.4" stroke-linecap="round"/></svg>
               Indexed Library
             </h2>
-            <div style="display:flex; gap: 0.5rem;">
+            <div style="display:flex; gap: 0.4rem;">
               <button id="cleanup-btn" class="btn btn-secondary btn-sm">
-                <svg width="12" height="12" viewBox="0 0 16 16" fill="none"><path d="M3 8h10M6 5l-3 3 3 3" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/></svg>
-                Clean up missing
+                <svg width="11" height="11" viewBox="0 0 16 16" fill="none"><path d="M3 8h10M6 5l-3 3 3 3" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/></svg>
+                Clean up
               </button>
               <button id="refresh-docs-btn" class="btn btn-secondary btn-sm">
-                <svg width="12" height="12" viewBox="0 0 16 16" fill="none"><path d="M13 8A5 5 0 1 1 8 3" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"/><path d="M8 1l3 2-3 2" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/></svg>
+                <svg width="11" height="11" viewBox="0 0 16 16" fill="none"><path d="M13 8A5 5 0 1 1 8 3" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"/><path d="M8 1l3 2-3 2" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/></svg>
                 Refresh
               </button>
             </div>
@@ -1150,7 +1280,7 @@ <h2 class="card-title">
               <span>Select all</span>
             </label>
             <button id="delete-selected-btn" class="btn btn-danger btn-sm" disabled>
-              <svg width="12" height="12" viewBox="0 0 16 16" fill="none"><path d="M3 4h10M6 4V2h4v2M13 4l-1 10H4L3 4" stroke="white" stroke-width="1.4" stroke-linecap="round" stroke-linejoin="round"/></svg>
+              <svg width="11" height="11" viewBox="0 0 16 16" fill="none"><path d="M3 4h10M6 4V2h4v2M13 4l-1 10H4L3 4" stroke="white" stroke-width="1.4" stroke-linecap="round" stroke-linejoin="round"/></svg>
               Delete (<span id="selected-count">0</span>)
             </button>
           </div>
@@ -1164,15 +1294,15 @@ <h2 class="card-title">
         <div class="card">
           <div class="card-header">
             <h2 class="card-title">
-              <svg width="16" height="16" viewBox="0 0 16 16" fill="none"><circle cx="8" cy="8" r="2.5" stroke="currentColor" stroke-width="1.4"/><path d="M8 1v2M8 13v2M1 8h2M13 8h2M3.05 3.05l1.41 1.41M11.54 11.54l1.41 1.41M3.05 12.95l1.41-1.41M11.54 4.46l1.41-1.41" stroke="currentColor" stroke-width="1.4" stroke-linecap="round"/></svg>
+              <svg width="15" height="15" viewBox="0 0 16 16" fill="none"><circle cx="8" cy="8" r="2.5" stroke="currentColor" stroke-width="1.4"/><path d="M8 1v2M8 13v2M1 8h2M13 8h2M3.05 3.05l1.41 1.41M11.54 11.54l1.41 1.41M3.05 12.95l1.41-1.41M11.54 4.46l1.41-1.41" stroke="currentColor" stroke-width="1.4" stroke-linecap="round"/></svg>
               Settings
             </h2>
           </div>
 
-          <h3 style="font-size:0.85rem; font-weight:600; color:var(--text-muted); text-transform:uppercase; letter-spacing:0.06em; margin-bottom:0.5rem;">
+          <h3 style="font-size:0.75rem; font-weight:600; color:var(--text-3); text-transform:uppercase; letter-spacing:0.06em; margin-bottom:0.4rem;">
             Global Search Shortcut
           </h3>
-          <p style="font-size:0.875rem; color:var(--text-muted); margin-bottom:0.75rem; line-height:1.5;">
+          <p style="font-size:0.82rem; color:var(--text-2); margin-bottom:0.65rem; line-height:1.5;">
             Press this shortcut from anywhere on your desktop to bring DocFinder to the front and jump directly to search.
           </p>
 
@@ -1192,17 +1322,17 @@ <h3 style="font-size:0.85rem; font-weight:600; color:var(--text-muted); text-tra
               <span class="setting-label">Shortcut</span>
             </div>
             <div class="hotkey-display-wrap">
-              <span id="hotkey-display" class="hotkey-badge">—</span>
-              <button type="button" id="change-hotkey-btn" class="btn btn-secondary btn-sm">Change…</button>
+              <span id="hotkey-display" class="hotkey-badge">&mdash;</span>
+              <button type="button" id="change-hotkey-btn" class="btn btn-secondary btn-sm">Change</button>
             </div>
           </div>
 
           <div id="macos-permission-note" class="info-box" style="display:none;">
             On macOS, this feature requires <strong>Accessibility</strong> permission.<br>
-            Go to <em>System Settings → Privacy &amp; Security → Accessibility</em> and add DocFinder.
+            Go to <em>System Settings &rarr; Privacy &amp; Security &rarr; Accessibility</em> and add DocFinder.
           </div>
 
-          <div style="margin-top:1.25rem; display:flex; justify-content:flex-end;">
+          <div style="margin-top:1rem; display:flex; justify-content:flex-end;">
             <button id="save-settings-btn" class="btn btn-primary">Save settings</button>
           </div>
         </div>
@@ -1214,7 +1344,7 @@ <h3 style="font-size:0.85rem; font-weight:600; color:var(--text-muted); text-tra
       <div class="modal">
         <h3 class="modal-title">Record shortcut</h3>
         <p class="modal-text">Press the key combination you want to use, then click Confirm.</p>
-        <div id="hotkey-capture-display" class="hotkey-capture-area waiting">Waiting for input…</div>
+        <div id="hotkey-capture-display" class="hotkey-capture-area waiting">Waiting for input&hellip;</div>
         <div class="modal-actions">
           <button class="btn btn-secondary" id="cancel-hotkey">Cancel</button>
           <button class="btn btn-primary" id="confirm-hotkey" disabled>Confirm</button>
@@ -1239,13 +1369,13 @@ <h3 class="modal-title">Confirm deletion</h3>
       <div class="modal">
         <h3 class="modal-title">Before you index</h3>
         <ul id="index-warn-list" class="warn-list"></ul>
-        <div id="warn-exclusions" style="display:none; margin-top:0.75rem;">
-          <p style="font-size:0.82rem; font-weight:600; margin-bottom:0.4rem; color:var(--text);">
-            Large files — uncheck to skip during indexing:
+        <div id="warn-exclusions" style="display:none; margin-top:0.65rem;">
+          <p style="font-size:0.78rem; font-weight:600; margin-bottom:0.35rem; color:var(--text-0);">
+            Large files &mdash; uncheck to skip during indexing:
           </p>
-          <div id="warn-file-list" style="display:flex; flex-direction:column; max-height:160px; overflow-y:auto;"></div>
+          <div id="warn-file-list" style="display:flex; flex-direction:column; max-height:150px; overflow-y:auto;"></div>
         </div>
-        <p style="font-size:0.82rem; margin-top:0.85rem; color:var(--text-muted); line-height:1.45;">
+        <p style="font-size:0.78rem; margin-top:0.75rem; color:var(--text-2); line-height:1.4;">
           Indexing runs in the background and won't block the app.
         </p>
         <div class="modal-actions">
@@ -1314,7 +1444,7 @@ <h3 class="modal-title">Before you index</h3>
       }
 
       function formatDate(s) {
-        if (!s) return '—';
+        if (!s) return '\u2014';
         return new Date(s).toLocaleDateString(undefined, {
           day:'2-digit', month:'short', year:'numeric', hour:'2-digit', minute:'2-digit'
         });
@@ -1336,11 +1466,11 @@ <h3 class="modal-title">Before you index</h3>
             <h3 class="result-title">${escHtml(title)}</h3>
             <span class="result-score">${pct}%</span>
           </div>
-          <div class="result-path">📄 ${escHtml(r.path)}</div>
+          <div class="result-path">${escHtml(r.path)}</div>
           <div class="result-snippet">${escHtml(r.text || '(no snippet available)')}</div>
           <div class="result-actions">
             <button class="btn btn-primary btn-sm" onclick="openDocument('${safePath}')">
-              <svg width="13" height="13" viewBox="0 0 16 16" fill="none"><path d="M2 4h8l2 2v8H2V4z" stroke="white" stroke-width="1.5" stroke-linejoin="round"/><path d="M10 2h4v4" stroke="white" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/><path d="M9 7l5-5" stroke="white" stroke-width="1.4" stroke-linecap="round"/></svg>
+              <svg width="12" height="12" viewBox="0 0 16 16" fill="none"><path d="M2 4h8l2 2v8H2V4z" stroke="white" stroke-width="1.5" stroke-linejoin="round"/><path d="M10 2h4v4" stroke="white" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/><path d="M9 7l5-5" stroke="white" stroke-width="1.4" stroke-linecap="round"/></svg>
               Open
             </button>
           </div>`;
@@ -1357,7 +1487,7 @@ <h3 class="result-title">${escHtml(title)}</h3>
         if (!query) return;
 
         resultsMeta.style.display = 'none';
-        resultsList.innerHTML = '<div class="loading"><div class="spinner"></div><span>Searching…</span></div>';
+        resultsList.innerHTML = '<div class="loading"><div class="spinner"></div><span>Searching\u2026</span></div>';
 
         try {
           const res = await fetch(`${apiBase}/search`, {
@@ -1371,7 +1501,7 @@ <h3 class="result-title">${escHtml(title)}</h3>
 
           if (!data.results.length) {
             resultsMeta.style.display = 'none';
-            resultsList.innerHTML = `<div class="empty-state"><div class="icon">🔍</div><p>No results for <strong>"${escHtml(query)}"</strong></p><p style="font-size:0.85rem;margin-top:0.35rem;">Try different keywords or index more documents.</p></div>`;
+            resultsList.innerHTML = `<div class="empty-state"><div class="icon">\ud83d\udd0d</div><p>No results for <strong>\u201c${escHtml(query)}\u201d</strong></p><p style="font-size:0.8rem;margin-top:0.3rem;color:var(--text-3);">Try different keywords or index more documents.</p></div>`;
             return;
           }
 
@@ -1380,7 +1510,7 @@ <h3 class="result-title">${escHtml(title)}</h3>
           data.results.forEach(r => resultsList.appendChild(renderResult(r)));
         } catch (err) {
           resultsMeta.style.display = 'none';
-          resultsList.innerHTML = `<div class="empty-state"><div class="icon">⚠️</div><p style="color:var(--danger);">${escHtml(err.message)}</p></div>`;
+          resultsList.innerHTML = `<div class="empty-state"><div class="icon">\u26a0\ufe0f</div><p style="color:var(--danger);">${escHtml(err.message)}</p></div>`;
         }
       });
 
@@ -1475,7 +1605,7 @@ <h3 class="result-title">${escHtml(title)}</h3>
             warnings.push('No supported files were found in the selected folder.');
           } else if (scanData.file_count > MANY_FILES) {
             warnings.push(
-              `${scanData.file_count} files found — indexing a large number of files can take several minutes.`
+              `${scanData.file_count} files found \u2014 indexing a large number of files can take several minutes.`
             );
           }
           if (scanData.large_files && scanData.large_files.length > 0) {
@@ -1484,12 +1614,12 @@ <h3 class="result-title">${escHtml(title)}</h3>
           if (scanData.total_size_bytes > TOTAL_LARGE_MB * 1024 * 1024) {
             const mb = Math.round(scanData.total_size_bytes / (1024 * 1024));
             const label = mb >= 1024 ? `${(mb / 1024).toFixed(1)} GB` : `${mb} MB`;
-            warnings.push(`Total size is ${label} — this may require significant time and memory.`);
+            warnings.push(`Total size is ${label} \u2014 this may require significant time and memory.`);
           }
         }
         if (systemInfo.available_mb !== null && systemInfo.available_mb < LOW_RAM_MB) {
           warnings.push(
-            `Low available RAM (${systemInfo.available_mb} MB free) — indexing may be slow or unstable.`
+            `Low available RAM (${systemInfo.available_mb} MB free) \u2014 indexing may be slow or unstable.`
           );
         }
         return { warnings, largeFiles };
@@ -1523,10 +1653,10 @@ <h3 class="result-title">${escHtml(title)}</h3>
                   .map(([ext, n]) => `${n}\u00a0${ext}`).join(', ')
               : '';
             folderPreview.innerHTML =
-              `<svg width="13" height="13" viewBox="0 0 16 16" fill="none" style="color:var(--primary);flex-shrink:0;margin-top:1px"><circle cx="8" cy="8" r="6.5" stroke="currentColor" stroke-width="1.5"/><path d="M5 8.5l2 2L11 6" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/></svg>` +
+              `<svg width="12" height="12" viewBox="0 0 16 16" fill="none" style="color:var(--primary);flex-shrink:0;margin-top:1px"><circle cx="8" cy="8" r="6.5" stroke="currentColor" stroke-width="1.5"/><path d="M5 8.5l2 2L11 6" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/></svg>` +
               `<span>Found <strong>${d.file_count}</strong> file${d.file_count !== 1 ? 's' : ''}` +
               (types ? ` (${types})` : '') +
-              ` — <strong>${size}</strong> total</span>`;
+              ` \u2014 <strong>${size}</strong> total</span>`;
           }
           folderPreview.style.display = 'flex';
         } catch (_) { folderPreview.style.display = 'none'; }
@@ -1565,26 +1695,26 @@ <h3 class="result-title">${escHtml(title)}</h3>
 
       function renderProgress(job, startTime = null) {
         const pct      = job.total > 0 ? Math.round((job.processed / job.total) * 100) : 5;
-        const countStr = job.total > 0 ? `${job.processed} / ${job.total}` : '…';
+        const countStr = job.total > 0 ? `${job.processed} / ${job.total}` : '\u2026';
         const fileName = job.current_file ? job.current_file.split('/').pop() : '';
         let etaStr = '';
         if (startTime && job.processed > 0 && job.total > 0 && job.processed < job.total) {
           const elapsed  = (Date.now() - startTime) / 1000;
           const remaining = (elapsed / job.processed) * (job.total - job.processed);
           etaStr = remaining < 60
-            ? ` · ~${Math.round(remaining)}s left`
-            : ` · ~${Math.round(remaining / 60)}m left`;
+            ? ` \u00b7 ~${Math.round(remaining)}s left`
+            : ` \u00b7 ~${Math.round(remaining / 60)}m left`;
         }
         return `
           <div class="progress-wrap">
             <div class="progress-header">
-              <span class="progress-label">Indexing…</span>
+              <span class="progress-label">Indexing\u2026</span>
               <span class="progress-count">${countStr} files${etaStr}</span>
             </div>
             <div class="progress-bar-bg">
               <div class="progress-bar-fill" style="width:${pct}%"></div>
             </div>
-            ${fileName ? `<div class="progress-file">↳ ${escHtml(fileName)}</div>` : ''}
+            ${fileName ? `<div class="progress-file">\u21b3 ${escHtml(fileName)}</div>` : ''}
           </div>`;
       }
 
@@ -1639,8 +1769,8 @@ <h3 class="result-title">${escHtml(title)}</h3>
           }).then(job => {
             const s = job.stats;
             indexStatus.innerHTML = `
-              <div style="display:flex; align-items:center; gap: 0.75rem; flex-wrap:wrap;">
-                <span class="badge badge-success">✓ Done</span>
+              <div style="display:flex; align-items:center; gap: 0.6rem; flex-wrap:wrap;">
+                <span class="badge badge-success">\u2713 Done</span>
                 <div class="index-stats-row">
                   <span class="stat-item"><strong>${s.inserted}</strong> inserted</span>
                   <span class="stat-item"><strong>${s.updated}</strong> updated</span>
@@ -1653,7 +1783,7 @@ <h3 class="result-title">${escHtml(title)}</h3>
           });
 
         } catch (err) {
-          indexStatus.innerHTML = `<span class="badge badge-error">⚠ ${escHtml(err.message)}</span>`;
+          indexStatus.innerHTML = `<span class="badge badge-error">\u26a0 ${escHtml(err.message)}</span>`;
           showToast(err.message, 'error');
         } finally {
           indexBtn.disabled = false;
@@ -1670,7 +1800,7 @@ <h3 class="result-title">${escHtml(title)}</h3>
       let selectedDocIds    = new Set();
 
       async function loadDocuments() {
-        docsContainer.innerHTML = '<div class="loading"><div class="spinner"></div><span>Loading library…</span></div>';
+        docsContainer.innerHTML = '<div class="loading"><div class="spinner"></div><span>Loading library\u2026</span></div>';
         try {
           const res  = await fetch(`${apiBase}/documents`);
           const data = await res.json();
@@ -1693,9 +1823,9 @@ <h3 class="result-title">${escHtml(title)}</h3>
             bulkActions.style.display = 'none';
             docsContainer.innerHTML = `
               <div class="empty-state">
-                <div class="icon">📭</div>
+                <div class="icon">\ud83d\udced</div>
                 <p>No indexed documents yet</p>
-                <p style="font-size:0.85rem; margin-top:0.35rem;">Switch to the <strong>Index</strong> tab to add your PDFs.</p>
+                <p style="font-size:0.8rem; margin-top:0.3rem; color:var(--text-3);">Switch to the <strong>Index</strong> tab to add your PDFs.</p>
               </div>`;
             return;
           }
@@ -1709,27 +1839,27 @@ <h3 class="result-title">${escHtml(title)}</h3>
               <table class="documents-table">
                 <thead>
                   <tr>
-                    <th style="width:36px;"></th>
+                    <th style="width:32px;"></th>
                     <th>Title</th>
                     <th>Path</th>
                     <th>Size</th>
                     <th>Chunks</th>
                     <th>Indexed</th>
-                    <th style="width:48px;"></th>
+                    <th style="width:40px;"></th>
                   </tr>
                 </thead>
                 <tbody>
                   ${data.documents.map(doc => `
                     <tr data-id="${doc.id}">
                       <td><input type="checkbox" class="doc-checkbox" data-id="${doc.id}" /></td>
-                      <td class="doc-title">${escHtml(doc.title || '—')}</td>
+                      <td class="doc-title">${escHtml(doc.title || '\u2014')}</td>
                       <td class="doc-path" title="${escHtml(doc.path)}">${escHtml(doc.path)}</td>
                       <td class="doc-meta">${formatSize(doc.size)}</td>
                       <td class="doc-meta">${doc.chunk_count}</td>
                       <td class="doc-meta">${formatDate(doc.updated_at)}</td>
                       <td>
                         <button class="btn btn-ghost btn-sm delete-doc-btn" data-id="${doc.id}" data-title="${escHtml(doc.title || doc.path)}" title="Remove from index">
-                          <svg width="14" height="14" viewBox="0 0 16 16" fill="none"><path d="M3 4h10M6 4V2h4v2M13 4l-1 10H4L3 4" stroke="currentColor" stroke-width="1.4" stroke-linecap="round" stroke-linejoin="round"/></svg>
+                          <svg width="13" height="13" viewBox="0 0 16 16" fill="none"><path d="M3 4h10M6 4V2h4v2M13 4l-1 10H4L3 4" stroke="currentColor" stroke-width="1.4" stroke-linecap="round" stroke-linejoin="round"/></svg>
                         </button>
                       </td>
                     </tr>`).join('')}
@@ -1750,7 +1880,7 @@ <h3 class="result-title">${escHtml(title)}</h3>
           });
 
         } catch (err) {
-          docsContainer.innerHTML = `<div class="empty-state"><div class="icon">⚠️</div><p style="color:var(--danger);">${escHtml(err.message)}</p></div>`;
+          docsContainer.innerHTML = `<div class="empty-state"><div class="icon">\u26a0\ufe0f</div><p style="color:var(--danger);">${escHtml(err.message)}</p></div>`;
         }
       }
 
@@ -1783,7 +1913,7 @@ <h3 class="result-title">${escHtml(title)}</h3>
       function showDeleteModal(ids, title = null) {
         pendingDeleteIds = ids;
         deleteModalText.textContent = ids.length === 1 && title
-          ? `Remove "${title}" from the index?`
+          ? `Remove \u201c${title}\u201d from the index?`
           : `Remove ${ids.length} document${ids.length > 1 ? 's' : ''} from the index?`;
         deleteModal.classList.add('active');
         cancelDeleteBtn.focus();
@@ -1847,12 +1977,12 @@ <h3 class="result-title">${escHtml(title)}</h3>
 
       // Convert a pynput hotkey string to a human-readable display string
       function pynputToDisplay(str) {
-        if (!str) return '—';
+        if (!str) return '\u2014';
         return str
-          .replace('<cmd>',   isMac ? '⌘'    : 'Win')
-          .replace('<ctrl>',  isMac ? '⌃'    : 'Ctrl')
-          .replace('<shift>', isMac ? '⇧'    : 'Shift')
-          .replace('<alt>',   isMac ? '⌥'    : 'Alt')
+          .replace('<cmd>',   isMac ? '\u2318'    : 'Win')
+          .replace('<ctrl>',  isMac ? '\u2303'    : 'Ctrl')
+          .replace('<shift>', isMac ? '\u21e7'    : 'Shift')
+          .replace('<alt>',   isMac ? '\u2325'    : 'Alt')
           .replace('<space>', 'Space')
           .replace('<enter>', 'Enter')
           .replace('<esc>',   'Esc')
@@ -1946,7 +2076,7 @@ <h3 class="result-title">${escHtml(title)}</h3>
 
       document.getElementById('change-hotkey-btn').addEventListener('click', () => {
         capturedPynput = '';
-        captureDisplay.textContent = 'Waiting for input…';
+        captureDisplay.textContent = 'Waiting for input\u2026';
         captureDisplay.className = 'hotkey-capture-area waiting';
         confirmHotkeyBtn.disabled = true;
         hotkeyModal.classList.add('active');
@@ -2061,7 +2191,7 @@ <h3 class="result-title">${escHtml(title)}</h3>
               slResult.innerHTML = `<div class="sl-empty">${escHtmlSl(data.detail||'Error')}</div>`;
             }
           } catch (_) {
-            slResult.innerHTML = '<div class="sl-empty">Search unavailable — is DocFinder indexed?</div>';
+            slResult.innerHTML = '<div class="sl-empty">Search unavailable \u2014 is DocFinder indexed?</div>';
           } finally { slSpinner.classList.remove('active'); }
         }
 

From c250a84a127e936e12e4bbe68ea6b33f59d57911 Mon Sep 17 00:00:00 2001
From: Filippo Stanghellini <stanghelliniifilippo@gmail.com>
Date: Thu, 12 Mar 2026 13:10:19 +0100
Subject: [PATCH 3/7] Update documents descriptions

---
 README.md                             |  5 +++--
 pyproject.toml                        |  9 ++++-----
 src/docfinder/cli.py                  | 16 ++++++++--------
 src/docfinder/ingestion/pdf_loader.py |  4 ++--
 tests/test_cli.py                     |  6 +++---
 5 files changed, 20 insertions(+), 20 deletions(-)

diff --git a/README.md b/README.md
index 19a96b9..bc5d3f6 100644
--- a/README.md
+++ b/README.md
@@ -12,7 +12,8 @@
 </p>
 
 <p align="center">
-  <strong>Local-first semantic search for your PDF documents.</strong><br>
+  <strong>Local-first semantic search for your documents.</strong><br>
+  Supports PDF, Word (.docx), Markdown, and plain text files.<br>
   Everything runs on your machine — no cloud, no accounts, complete privacy.
 </p>
 
@@ -22,7 +23,7 @@
 
 ## Features
 
-- **Semantic search** — find documents by meaning, not just keywords
+- **Semantic search** — find documents by meaning, not just keywords (PDF, DOCX, Markdown, TXT)
 - **100% local** — your files never leave your machine
 - **GPU accelerated** — auto-detects Apple Silicon (Metal), NVIDIA (CUDA), AMD (ROCm)
 - **Cross-platform** — native apps for macOS, Windows, and Linux
diff --git a/pyproject.toml b/pyproject.toml
index fc024b8..105f1a4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,7 +6,7 @@ build-backend = "setuptools.build_meta"
 name = "docfinder"
 version = "1.2.0"
 license = "AGPL-3.0-or-later"
-description = "Local-first semantic search CLI for PDF documents."
+description = "Local-first semantic search CLI for your documents (PDF, DOCX, Markdown, TXT)."
 authors = [
   { name = "DocFinder Team" }
 ]
@@ -24,7 +24,8 @@ dependencies = [
   "typer[all]>=0.12.0",
   "rich>=13.7.0",
   "tqdm>=4.66.0",
-  "mpmath<1.4"
+  "mpmath<1.4",
+  "python-docx>=1.1.0"
 ]
 
 [project.optional-dependencies]
@@ -39,8 +40,7 @@ dev = [
 web = [
   "fastapi>=0.115.0",
   "uvicorn[standard]>=0.32.0",
-  "pydantic>=2.9.0",
-  "python-docx>=1.1.0"
+  "pydantic>=2.9.0"
 ]
 gui = [
   "pywebview>=5.0.0",
@@ -48,7 +48,6 @@ gui = [
   "uvicorn[standard]>=0.32.0",
   "pydantic>=2.9.0",
   "pynput>=1.7.0",
-  "python-docx>=1.1.0",
   "pyobjc-framework-Cocoa>=9.0; sys_platform == 'darwin'"
 ]
 gpu = [
diff --git a/src/docfinder/cli.py b/src/docfinder/cli.py
index 5caf674..bccc405 100644
--- a/src/docfinder/cli.py
+++ b/src/docfinder/cli.py
@@ -15,10 +15,10 @@
 from docfinder.index.indexer import Indexer
 from docfinder.index.search import Searcher
 from docfinder.index.storage import SQLiteVectorStore
-from docfinder.utils.files import iter_pdf_paths
+from docfinder.utils.files import iter_document_paths
 
 console = Console()
-app = typer.Typer(help="DocFinder - local semantic search for PDFs")
+app = typer.Typer(help="DocFinder - local semantic search for your documents")
 
 
 def _setup_logging(verbose: bool) -> None:
@@ -32,14 +32,14 @@ def _ensure_db_parent(db_path: Path) -> None:
 
 @app.command()
 def index(
-    inputs: List[Path] = typer.Argument(..., help="Paths with PDFs to index.", resolve_path=True),
+    inputs: List[Path] = typer.Argument(..., help="Paths with documents to index.", resolve_path=True),
     db: Path = typer.Option(None, "--db", help="SQLite database path"),
     model: str = typer.Option(AppConfig().model_name, help="Sentence-transformer model name"),
     chunk_chars: int = typer.Option(AppConfig().chunk_chars, help="Chunk size in characters"),
     overlap: int = typer.Option(AppConfig().overlap, help="Chunk overlap"),
     verbose: bool = typer.Option(False, "--verbose", "-v", help="Verbose logging"),
 ) -> None:
-    """Index one or more paths containing PDF files."""
+    """Index one or more paths containing documents (PDF, DOCX, MD, TXT)."""
     _setup_logging(verbose)
     config = AppConfig(
         db_path=db if db is not None else AppConfig().db_path,
@@ -56,13 +56,13 @@ def index(
     indexer = Indexer(embedder, store, chunk_chars=config.chunk_chars, overlap=config.overlap)
 
     console.print(f"Indexing into [bold]{resolved_db}[/bold]...")
-    pdf_paths = list(iter_pdf_paths(inputs))
-    if not pdf_paths:
-        console.print("[yellow]No PDFs found.[/yellow]")
+    doc_paths = list(iter_document_paths(inputs))
+    if not doc_paths:
+        console.print("[yellow]No supported documents found.[/yellow]")
         store.close()
         return
 
-    stats = indexer.index(pdf_paths)
+    stats = indexer.index(doc_paths)
     console.print(
         f"Inserted: {stats.inserted}, updated: {stats.updated}, "
         f"skipped: {stats.skipped}, failed: {stats.failed}"
diff --git a/src/docfinder/ingestion/pdf_loader.py b/src/docfinder/ingestion/pdf_loader.py
index 0cb36a0..b10266c 100644
--- a/src/docfinder/ingestion/pdf_loader.py
+++ b/src/docfinder/ingestion/pdf_loader.py
@@ -1,7 +1,7 @@
 """Document loading and chunking utilities.
 
 Supports PDF (via PyMuPDF), plain text (.txt), Markdown (.md),
-and Word documents (.docx, requires python-docx).
+and Word documents (.docx via python-docx).
 """
 
 from __future__ import annotations
@@ -92,7 +92,7 @@ def iter_text_parts_md(path: Path) -> Iterator[str]:
 # ── Word (.docx) ──────────────────────────────────────────────────────────────
 
 def iter_text_parts_docx(path: Path) -> Iterator[str]:
-    """Yield paragraph text from a .docx file (requires python-docx)."""
+    """Yield paragraph text from a .docx file."""
     try:
         from docx import Document  # type: ignore[import-untyped]
     except ImportError:
diff --git a/tests/test_cli.py b/tests/test_cli.py
index c33b27a..cd356c0 100644
--- a/tests/test_cli.py
+++ b/tests/test_cli.py
@@ -51,15 +51,15 @@ def test_ensure_db_parent_existing_directory(self, tmp_path: Path) -> None:
 class TestIndexCommand:
     """Tests for the index command."""
 
-    def test_index_no_pdfs_found(self, tmp_path: Path) -> None:
-        """Shows warning when no PDFs are found."""
+    def test_index_no_documents_found(self, tmp_path: Path) -> None:
+        """Shows warning when no supported documents are found."""
         empty_dir = tmp_path / "empty"
         empty_dir.mkdir()
         db_path = tmp_path / "test.db"
 
         result = runner.invoke(app, ["index", str(empty_dir), "--db", str(db_path)])
         assert result.exit_code == 0
-        assert "No PDFs found" in result.stdout
+        assert "No supported documents found" in result.stdout
 
     @patch("docfinder.cli.EmbeddingModel")
     @patch("docfinder.cli.SQLiteVectorStore")

From 1f9f455e1efa110738dd20e9f71efd7795909086 Mon Sep 17 00:00:00 2001
From: Filippo Stanghellini <stanghelliniifilippo@gmail.com>
Date: Thu, 12 Mar 2026 13:17:13 +0100
Subject: [PATCH 4/7] release: v2.0.0-beta

---
 CHANGELOG.md   | 13 ++++++++++++-
 pyproject.toml |  2 +-
 2 files changed, 13 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index d1c7af4..1d9a181 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,16 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## [Unreleased]
 
+## [2.0.0-beta] - 2026-03-12
+
+### Added
+- **Multi-format document support** — DocFinder now indexes PDF, plain text (`.txt`), Markdown (`.md`), and Word (`.docx`) files.
+- **Spotlight-style quick-search panel** *(experimental)* — a floating `NSPanel` + `WKWebView` can be summoned via the global hotkey to search documents without switching to the main window. The panel dismisses automatically when it loses focus (Esc or click away). Keyboard input (typing, arrows, Enter, Backspace) is forwarded to the search field via a `CGEventTap`. Note: this feature is still being refined and may behave unexpectedly in some scenarios.
+
+### Changed
+- **Redesigned UI theme**
+- `EmbeddingModel.embed()` accepts an optional `batch_size` override for low-RAM scenarios.
+
 ## [1.2.0] - 2026-03-10
 
 ### Fixed
@@ -180,7 +190,8 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - Fixed linting issues for consistent code style
 - Updated ruff configuration to use non-deprecated settings
 
-[Unreleased]: https://github.com/filippostanghellini/DocFinder/compare/v1.2.0...HEAD
+[Unreleased]: https://github.com/filippostanghellini/DocFinder/compare/v2.0.0-beta...HEAD
+[2.0.0-beta]: https://github.com/filippostanghellini/DocFinder/compare/v1.2.0...v2.0.0-beta
 [1.2.0]: https://github.com/filippostanghellini/DocFinder/compare/v1.1.2...v1.2.0
 [1.1.2]: https://github.com/filippostanghellini/DocFinder/compare/v1.1.1...v1.1.2
 [1.1.1]: https://github.com/filippostanghellini/DocFinder/compare/v1.0.1...v1.1.1
diff --git a/pyproject.toml b/pyproject.toml
index 105f1a4..83c6043 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta"
 
 [project]
 name = "docfinder"
-version = "1.2.0"
+version = "2.0.0b1"
 license = "AGPL-3.0-or-later"
 description = "Local-first semantic search CLI for your documents (PDF, DOCX, Markdown, TXT)."
 authors = [

From e000799ba2e8d475d85e1bccb5c7f771bc876422 Mon Sep 17 00:00:00 2001
From: Filippo Stanghellini <stanghelliniifilippo@gmail.com>
Date: Thu, 12 Mar 2026 17:33:39 +0100
Subject: [PATCH 5/7] feat: rag, optimized context and models. v2.0.0

the models is recommended based on the computer spec, the context is optimized for a trade off between quality and effiecency.
---
 CHANGELOG.md                           |  39 +-
 pyproject.toml                         |   5 +-
 src/docfinder/__init__.py              |   2 +-
 src/docfinder/index/storage.py         | 111 ++++++
 src/docfinder/ingestion/pdf_loader.py  | 171 +++++++-
 src/docfinder/rag/__init__.py          |   3 +
 src/docfinder/rag/engine.py            | 193 +++++++++
 src/docfinder/rag/llm.py               | 217 ++++++++++
 src/docfinder/utils/text.py            |  35 ++
 src/docfinder/web/app.py               | 246 +++++++++++-
 src/docfinder/web/templates/index.html | 526 ++++++++++++++++++++++++-
 tests/test_imports.py                  |   2 +-
 tests/test_pdf_loader.py               |  14 +-
 tests/test_rag.py                      | 399 +++++++++++++++++++
 14 files changed, 1932 insertions(+), 31 deletions(-)
 create mode 100644 src/docfinder/rag/__init__.py
 create mode 100644 src/docfinder/rag/engine.py
 create mode 100644 src/docfinder/rag/llm.py
 create mode 100644 tests/test_rag.py

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 1d9a181..bf44089 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,15 +7,42 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## [Unreleased]
 
-## [2.0.0-beta] - 2026-03-12
+## [2.0.0] - 2026-03-12
 
 ### Added
-- **Multi-format document support** — DocFinder now indexes PDF, plain text (`.txt`), Markdown (`.md`), and Word (`.docx`) files.
-- **Spotlight-style quick-search panel** *(experimental)* — a floating `NSPanel` + `WKWebView` can be summoned via the global hotkey to search documents without switching to the main window. The panel dismisses automatically when it loses focus (Esc or click away). Keyboard input (typing, arrows, Enter, Backspace) is forwarded to the search field via a `CGEventTap`. Note: this feature is still being refined and may behave unexpectedly in some scenarios.
+- **Local RAG (AI Chat)** — ask questions about your documents using a fully local LLM. No data leaves your machine.
+  - Automatic model selection based on system RAM: Qwen2.5-7B (16 GB+), Qwen2.5-3B (8-16 GB), or Qwen2.5-1.5B (any)
+  - GPU acceleration: Apple Metal on Apple Silicon, CUDA on NVIDIA, CPU fallback
+  - Models downloaded once to `~/.cache/docfinder/models/` via Hugging Face Hub
+  - Chat button appears on search results when RAG is enabled in Settings
+  - Chat panel slides up from bottom-right with full conversation history per session
+- **Page-aware context retrieval** — RAG uses document structure for smarter context:
+  - PDF: real page boundaries
+  - Markdown: heading-based sections
+  - Word (.docx): groups of 10 paragraphs
+  - Plain text: virtual pages of ~3000 characters
+  - Context expands symmetrically to adjacent pages/sections until the token budget is filled
+- **RAG Settings UI** — new "AI Chat (RAG)" section in Settings:
+  - Toggle to enable/disable AI Chat
+  - Hardware detection shows available RAM
+  - Three model cards with size, RAM requirements, and "Recommended" badge
+  - Download progress bar with real-time bytes/percentage tracking
+  - Model status persisted across sessions
+- **Multi-format document support** — DocFinder now indexes PDF, plain text (`.txt`), Markdown (`.md`), and Word (`.docx`) files
+- **Spotlight-style quick-search panel** *(experimental)* — a floating `NSPanel` + `WKWebView` can be summoned via the global hotkey to search documents without switching to the main window
+- New `[rag]` optional dependency group (`pip install docfinder[rag]`)
+- New storage method `get_context_window()` for fixed-window chunk retrieval
+- New storage method `get_context_by_page()` for page-aware chunk retrieval
+- Search results now include `document_id` for downstream RAG integration
 
 ### Changed
 - **Redesigned UI theme**
-- `EmbeddingModel.embed()` accepts an optional `batch_size` override for low-RAM scenarios.
+- `EmbeddingModel.embed()` accepts an optional `batch_size` override for low-RAM scenarios
+- `build_chunks()` now stores `page` number in chunk metadata for all document formats
+- Chunking pipeline uses page-aware `chunk_text_stream_paged()` to preserve page provenance
+
+### New dependencies
+- `llama-cpp-python >= 0.3.0` (optional, in `[rag]` extra)
 
 ## [1.2.0] - 2026-03-10
 
@@ -190,8 +217,8 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - Fixed linting issues for consistent code style
 - Updated ruff configuration to use non-deprecated settings
 
-[Unreleased]: https://github.com/filippostanghellini/DocFinder/compare/v2.0.0-beta...HEAD
-[2.0.0-beta]: https://github.com/filippostanghellini/DocFinder/compare/v1.2.0...v2.0.0-beta
+[Unreleased]: https://github.com/filippostanghellini/DocFinder/compare/v2.0.0...HEAD
+[2.0.0]: https://github.com/filippostanghellini/DocFinder/compare/v1.2.0...v2.0.0
 [1.2.0]: https://github.com/filippostanghellini/DocFinder/compare/v1.1.2...v1.2.0
 [1.1.2]: https://github.com/filippostanghellini/DocFinder/compare/v1.1.1...v1.1.2
 [1.1.1]: https://github.com/filippostanghellini/DocFinder/compare/v1.0.1...v1.1.1
diff --git a/pyproject.toml b/pyproject.toml
index 83c6043..00118cb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta"
 
 [project]
 name = "docfinder"
-version = "2.0.0b1"
+version = "2.0.0"
 license = "AGPL-3.0-or-later"
 description = "Local-first semantic search CLI for your documents (PDF, DOCX, Markdown, TXT)."
 authors = [
@@ -50,6 +50,9 @@ gui = [
   "pynput>=1.7.0",
   "pyobjc-framework-Cocoa>=9.0; sys_platform == 'darwin'"
 ]
+rag = [
+  "llama-cpp-python>=0.3.0",
+]
 gpu = [
   "onnxruntime-gpu>=1.17.0"
 ]
diff --git a/src/docfinder/__init__.py b/src/docfinder/__init__.py
index 1db906e..b55aef5 100644
--- a/src/docfinder/__init__.py
+++ b/src/docfinder/__init__.py
@@ -2,4 +2,4 @@
 
 __all__ = ["__version__"]
 
-__version__ = "1.1.2"
+__version__ = "2.0.0"
diff --git a/src/docfinder/index/storage.py b/src/docfinder/index/storage.py
index 34f3d41..e3f822c 100644
--- a/src/docfinder/index/storage.py
+++ b/src/docfinder/index/storage.py
@@ -175,6 +175,7 @@ def search(self, embedding: np.ndarray, *, top_k: int = 10) -> List[dict]:
         rows = self._conn.execute(
             """
             SELECT
+                c.document_id AS document_id,
                 d.path AS path,
                 d.title AS title,
                 c.chunk_index AS chunk_index,
@@ -203,6 +204,7 @@ def search(self, embedding: np.ndarray, *, top_k: int = 10) -> List[dict]:
             row = rows[idx]
             results.append(
                 {
+                    "document_id": row["document_id"],
                     "path": row["path"],
                     "title": row["title"],
                     "chunk_index": row["chunk_index"],
@@ -213,6 +215,115 @@ def search(self, embedding: np.ndarray, *, top_k: int = 10) -> List[dict]:
             )
         return results
 
+    def get_context_window(
+        self, document_id: int, center_index: int, window_size: int = 10
+    ) -> List[dict]:
+        """Return chunks surrounding *center_index* within the same document.
+
+        Retrieves up to *window_size* chunks before and after (inclusive of center),
+        ordered by ``chunk_index``.
+        """
+        low = max(0, center_index - window_size)
+        high = center_index + window_size
+
+        rows = self._conn.execute(
+            """
+            SELECT
+                c.chunk_index AS chunk_index,
+                c.text AS text,
+                c.metadata AS metadata
+            FROM chunks c
+            WHERE c.document_id = ? AND c.chunk_index BETWEEN ? AND ?
+            ORDER BY c.chunk_index
+            """,
+            (document_id, low, high),
+        ).fetchall()
+
+        return [
+            {
+                "chunk_index": row["chunk_index"],
+                "text": row["text"],
+                "metadata": row["metadata"],
+            }
+            for row in rows
+        ]
+
+    def get_context_by_page(
+        self, document_id: int, center_page: int, *, max_chars: int = 16000
+    ) -> List[dict]:
+        """Return chunks belonging to *center_page* and, if needed, adjacent pages.
+
+        Expands symmetrically to neighbouring pages until *max_chars* is reached
+        or no more pages are available.
+        """
+        # First get all chunks for this document with their page metadata
+        rows = self._conn.execute(
+            """
+            SELECT
+                c.chunk_index AS chunk_index,
+                c.text AS text,
+                c.metadata AS metadata
+            FROM chunks c
+            WHERE c.document_id = ?
+            ORDER BY c.chunk_index
+            """,
+            (document_id,),
+        ).fetchall()
+
+        if not rows:
+            return []
+
+        # Parse page numbers from metadata
+        chunks_with_page = []
+        for row in rows:
+            meta = json.loads(row["metadata"]) if row["metadata"] else {}
+            page = meta.get("page", 0)
+            chunks_with_page.append({
+                "chunk_index": row["chunk_index"],
+                "text": row["text"],
+                "metadata": row["metadata"],
+                "page": page,
+            })
+
+        # Collect pages: start with center_page, then expand symmetrically
+        collected: List[dict] = []
+        total_chars = 0
+
+        # Add center page first
+        for c in chunks_with_page:
+            if c["page"] == center_page:
+                collected.append(c)
+                total_chars += len(c["text"])
+
+        # Expand to adjacent pages
+        expand = 1
+        while total_chars < max_chars:
+            added = False
+            for offset_page in (center_page - expand, center_page + expand):
+                if offset_page < 0:
+                    continue
+                for c in chunks_with_page:
+                    if c["page"] == offset_page and total_chars < max_chars:
+                        collected.append(c)
+                        total_chars += len(c["text"])
+                        added = True
+            if not added:
+                break
+            expand += 1
+
+        # Sort by chunk_index for coherent reading order
+        collected.sort(key=lambda c: c["chunk_index"])
+
+        # Remove the internal 'page' key before returning
+        return [
+            {
+                "chunk_index": c["chunk_index"],
+                "text": c["text"],
+                "metadata": c["metadata"],
+            }
+            for c in collected
+        ]
+
     def remove_missing_files(self) -> int:
         """Remove documents whose files no longer exist."""
         with self.transaction() as conn:
diff --git a/src/docfinder/ingestion/pdf_loader.py b/src/docfinder/ingestion/pdf_loader.py
index b10266c..9e57229 100644
--- a/src/docfinder/ingestion/pdf_loader.py
+++ b/src/docfinder/ingestion/pdf_loader.py
@@ -56,6 +56,10 @@ def get_pdf_metadata(path: Path) -> Dict[str, str]:
 
 # ── Plain text ────────────────────────────────────────────────────────────────
 
+# Virtual page size for plain text files (characters per virtual page).
+_TXT_VIRTUAL_PAGE_CHARS = 3000
+
+
 def iter_text_parts_txt(path: Path) -> Iterator[str]:
     """Yield the full content of a .txt file as a single string."""
     try:
@@ -64,9 +68,42 @@ def iter_text_parts_txt(path: Path) -> Iterator[str]:
         LOGGER.error("Failed to read %s: %s", path, exc)
 
 
+def iter_text_parts_txt_paged(path: Path) -> Iterator[tuple[int, str]]:
+    """Yield ``(virtual_page, text)`` for plain text files.
+
+    Splits the file into virtual pages of ~3000 characters each,
+    breaking at the nearest newline to avoid cutting mid-sentence.
+    """
+    try:
+        content = path.read_text(encoding="utf-8", errors="replace")
+    except Exception as exc:
+        LOGGER.error("Failed to read %s: %s", path, exc)
+        return
+
+    if not content.strip():
+        return
+
+    page = 1
+    start = 0
+    while start < len(content):
+        end = start + _TXT_VIRTUAL_PAGE_CHARS
+        if end < len(content):
+            # Try to break at a newline within the last 20% of the slice
+            search_start = max(start, end - _TXT_VIRTUAL_PAGE_CHARS // 5)
+            nl = content.rfind("\n", search_start, end)
+            if nl > start:
+                end = nl + 1
+        chunk = content[start:end]
+        if chunk.strip():
+            yield page, chunk
+        page += 1
+        start = end
+
+
 # ── Markdown ──────────────────────────────────────────────────────────────────
 
-_MD_HEADING   = re.compile(r"^#{1,6}\s+", re.MULTILINE)
+_MD_HEADING_LINE = re.compile(r"^#{1,6}\s+", re.MULTILINE)
+_MD_HEADING_SPLIT = re.compile(r"(?=^#{1,6}\s)", re.MULTILINE)
 _MD_BOLD_ITAL = re.compile(r"\*{1,3}([^*\n]+)\*{1,3}")
 _MD_CODE      = re.compile(r"`{1,3}[^`]*`{1,3}", re.DOTALL)
 _MD_IMAGE     = re.compile(r"!\[.*?\]\([^)]*\)")
@@ -74,23 +111,53 @@ def iter_text_parts_txt(path: Path) -> Iterator[str]:
 _MD_HR        = re.compile(r"^[-*_]{3,}\s*$", re.MULTILINE)
 
 
+def _clean_md(text: str) -> str:
+    """Strip Markdown formatting from a text block."""
+    text = _MD_CODE.sub("", text)
+    text = _MD_IMAGE.sub("", text)
+    text = _MD_LINK.sub(r"\1", text)
+    text = _MD_BOLD_ITAL.sub(r"\1", text)
+    text = _MD_HR.sub("", text)
+    text = _MD_HEADING_LINE.sub("", text)
+    return text
+
+
 def iter_text_parts_md(path: Path) -> Iterator[str]:
     """Yield plain text extracted from a Markdown file."""
     try:
         text = path.read_text(encoding="utf-8", errors="replace")
-        text = _MD_HEADING.sub("", text)
-        text = _MD_CODE.sub("", text)
-        text = _MD_IMAGE.sub("", text)
-        text = _MD_LINK.sub(r"\1", text)
-        text = _MD_BOLD_ITAL.sub(r"\1", text)
-        text = _MD_HR.sub("", text)
-        yield text
+        yield _clean_md(text)
+    except Exception as exc:
+        LOGGER.error("Failed to read %s: %s", path, exc)
+
+
+def iter_text_parts_md_paged(path: Path) -> Iterator[tuple[int, str]]:
+    """Yield ``(section_number, text)`` for Markdown files.
+
+    Each top-level heading (``# …``, ``## …``, etc.) starts a new
+    virtual page.  Content before the first heading is section 1.
+    """
+    try:
+        raw = path.read_text(encoding="utf-8", errors="replace")
     except Exception as exc:
         LOGGER.error("Failed to read %s: %s", path, exc)
+        return
+
+    sections = _MD_HEADING_SPLIT.split(raw)
+    page = 1
+    for section in sections:
+        cleaned = _clean_md(section).strip()
+        if cleaned:
+            yield page, cleaned + "\n"
+            page += 1
 
 
 # ── Word (.docx) ──────────────────────────────────────────────────────────────
 
+# Number of paragraphs per virtual page for .docx files.
+_DOCX_PARAS_PER_PAGE = 10
+
+
 def iter_text_parts_docx(path: Path) -> Iterator[str]:
     """Yield paragraph text from a .docx file."""
     try:
@@ -111,6 +178,38 @@ def iter_text_parts_docx(path: Path) -> Iterator[str]:
         LOGGER.error("Failed to read %s: %s", path, exc)
 
 
+def iter_text_parts_docx_paged(path: Path) -> Iterator[tuple[int, str]]:
+    """Yield ``(virtual_page, text)`` for Word documents.
+
+    Groups every 10 consecutive non-empty paragraphs into one virtual page.
+    """
+    try:
+        from docx import Document  # type: ignore[import-untyped]
+    except ImportError:
+        LOGGER.warning(
+            "python-docx not installed — cannot index .docx files. "
+            "Install with: pip install python-docx"
+        )
+        return
+    try:
+        doc = Document(str(path))
+        buf: list[str] = []
+        page = 1
+        for para in doc.paragraphs:
+            stripped = para.text.strip()
+            if not stripped:
+                continue
+            buf.append(stripped)
+            if len(buf) >= _DOCX_PARAS_PER_PAGE:
+                yield page, "\n".join(buf) + "\n"
+                buf = []
+                page += 1
+        if buf:
+            yield page, "\n".join(buf) + "\n"
+    except Exception as exc:
+        LOGGER.error("Failed to read %s: %s", path, exc)
+
+
 # ── Dispatcher ────────────────────────────────────────────────────────────────
 
 def _iter_text_by_suffix(path: Path) -> Iterator[str]:
@@ -136,19 +235,65 @@ def _get_title(path: Path) -> str:
     return path.stem
 
 
+def iter_text_parts_paged(path: Path) -> Iterator[tuple[int, str]]:
+    """Yield ``(page_number, text)`` for PDF files (1-based page numbers).
+
+    Uses PyMuPDF to extract text page by page.
+    """
+    try:
+        doc = fitz.open(path)
+    except Exception as exc:
+        LOGGER.error("Failed to open PDF %s: %s", path, exc)
+        return
+    try:
+        for index in range(len(doc)):
+            try:
+                page = doc[index]
+                text = page.get_text() or ""
+                normalized = normalize_whitespace([text])
+                if normalized:
+                    yield index + 1, normalized + "\n"
+            except Exception as exc:  # pragma: no cover
+                LOGGER.warning("Failed to read page %s in %s: %s", index, path, exc)
+    finally:
+        doc.close()
+
+
+def _iter_paged_text(path: Path) -> Iterator[tuple[int, str]]:
+    """Yield ``(page_number, text)`` for any supported format.
+
+    * PDF  → real page numbers (1-based)
+    * Markdown → section numbers (split on headings)
+    * Word → virtual pages (every 10 paragraphs)
+    * Plain text → virtual pages (every ~3000 characters)
+    """
+    suffix = path.suffix.lower()
+    if suffix == ".pdf":
+        yield from iter_text_parts_paged(path)
+    elif suffix == ".md":
+        yield from iter_text_parts_md_paged(path)
+    elif suffix == ".docx":
+        yield from iter_text_parts_docx_paged(path)
+    elif suffix == ".txt":
+        yield from iter_text_parts_txt_paged(path)
+    else:
+        LOGGER.warning("Unsupported file type: %s", path.suffix)
+
+
+
 def build_chunks(path: Path, *, max_chars: int = 1200, overlap: int = 200) -> Iterable[ChunkRecord]:
     """Produce overlapping chunk records for any supported document type."""
-    from docfinder.utils.text import chunk_text_stream
+    from docfinder.utils.text import chunk_text_stream_paged
 
     title = _get_title(path)
-    text_stream = _iter_text_by_suffix(path)
+    pages = _iter_paged_text(path)
 
-    for idx, chunk in enumerate(
-        chunk_text_stream(text_stream, max_chars=max_chars, overlap=overlap)
+    for idx, (chunk, page_num) in enumerate(
+        chunk_text_stream_paged(pages, max_chars=max_chars, overlap=overlap)
     ):
         yield ChunkRecord(
             document_path=path,
             index=idx,
             text=chunk,
-            metadata={"title": title},
+            metadata={"title": title, "page": page_num},
         )
diff --git a/src/docfinder/rag/__init__.py b/src/docfinder/rag/__init__.py
new file mode 100644
index 0000000..a689f1b
--- /dev/null
+++ b/src/docfinder/rag/__init__.py
@@ -0,0 +1,3 @@
+"""Local RAG (Retrieval-Augmented Generation) module for DocFinder."""
+
+from __future__ import annotations
diff --git a/src/docfinder/rag/engine.py b/src/docfinder/rag/engine.py
new file mode 100644
index 0000000..e8a1c8d
--- /dev/null
+++ b/src/docfinder/rag/engine.py
@@ -0,0 +1,193 @@
+"""RAG engine — coordinates semantic search with local LLM generation."""
+
+from __future__ import annotations
+
+import logging
+from dataclasses import dataclass
+from pathlib import Path
+from typing import List
+
+from docfinder.index.search import SearchResult, Searcher
+from docfinder.index.storage import SQLiteVectorStore
+from docfinder.rag.llm import LocalLLM, ModelSpec, ensure_model, select_model
+
+logger = logging.getLogger(__name__)
+
+# Rough token budget.  1 token ≈ 4 chars for English text.
+_MAX_CONTEXT_TOKENS = 4000
+_CHARS_PER_TOKEN = 4
+_MAX_CONTEXT_CHARS = _MAX_CONTEXT_TOKENS * _CHARS_PER_TOKEN  # 16 000 chars
+
+_SYSTEM_PROMPT = (
+    "You are a helpful assistant that answers questions based on the provided document context. "
+    "Use ONLY the information from the context below to answer. "
+    "If the context does not contain enough information, say so clearly. "
+    "Answer in the same language as the user's question."
+)
+
+
+@dataclass(slots=True)
+class RAGResult:
+    """Result produced by the RAG pipeline."""
+
+    answer: str
+    sources: List[SearchResult]
+    context_chunks: List[dict]
+
+
+class RAGEngine:
+    """Orchestrates retrieval (Searcher) and generation (LocalLLM).
+
+    Usage::
+
+        engine = RAGEngine.from_defaults(db_path, embedder)
+        result = engine.query("What is the main finding?")
+    """
+
+    def __init__(
+        self,
+        searcher: Searcher,
+        store: SQLiteVectorStore,
+        llm: LocalLLM,
+        *,
+        window_size: int = 10,
+    ) -> None:
+        self.searcher = searcher
+        self.store = store
+        self.llm = llm
+        self.window_size = window_size
+
+    @classmethod
+    def from_defaults(
+        cls,
+        db_path: Path,
+        embedder: "docfinder.embedding.encoder.EmbeddingModel",  # noqa: F821
+        *,
+        model_spec: ModelSpec | None = None,
+        models_dir: Path | None = None,
+        window_size: int = 10,
+        n_ctx: int = 4096,
+    ) -> "RAGEngine":
+        """Convenience constructor that wires everything together.
+
+        * Auto-selects the best GGUF model for the current machine.
+        * Downloads the model if not cached.
+        * Opens the SQLite store and creates a Searcher.
+        """
+        store = SQLiteVectorStore(db_path, dimension=embedder.dimension)
+        searcher = Searcher(embedder, store)
+
+        if model_spec is None:
+            model_spec = select_model()
+        model_path = ensure_model(model_spec, models_dir)
+        llm = LocalLLM(model_path, n_ctx=n_ctx)
+
+        return cls(searcher, store, llm, window_size=window_size)
+
+    # ── public API ──────────────────────────────────────────────────────
+
+    def query(
+        self,
+        question: str,
+        *,
+        top_k: int = 3,
+        max_tokens: int = 1024,
+        temperature: float = 0.2,
+    ) -> RAGResult:
+        """Run the full RAG pipeline: search → build context → generate answer."""
+        results = self.searcher.search(question, top_k=top_k)
+        if not results:
+            return RAGResult(
+                answer="No relevant documents found for your query.",
+                sources=[],
+                context_chunks=[],
+            )
+
+        context_chunks = self._build_context(results)
+        context_text = self._assemble_context_text(context_chunks, results)
+        answer = self._generate(question, context_text, max_tokens=max_tokens, temperature=temperature)
+
+        return RAGResult(answer=answer, sources=results, context_chunks=context_chunks)
+
+    # ── internals ───────────────────────────────────────────────────────
+
+    def _build_context(self, results: List[SearchResult]) -> List[dict]:
+        """Retrieve surrounding chunks for each search hit."""
+        all_chunks: List[dict] = []
+        seen: set[tuple[int, int]] = set()  # (document_id, chunk_index)
+
+        for result in results:
+            # We need the document_id — look it up via the store
+            row = self.store.connection.execute(
+                "SELECT id FROM documents WHERE path = ?", (str(result.path),)
+            ).fetchone()
+            if row is None:
+                continue
+            doc_id = row["id"]
+
+            window = self.store.get_context_window(
+                doc_id, result.chunk_index, self.window_size
+            )
+            for chunk in window:
+                key = (doc_id, chunk["chunk_index"])
+                if key not in seen:
+                    seen.add(key)
+                    all_chunks.append({**chunk, "document_id": doc_id, "path": str(result.path)})
+
+        return all_chunks
+
+    @staticmethod
+    def _assemble_context_text(chunks: List[dict], results: List[SearchResult]) -> str:
+        """Join chunk texts, trimming symmetrically if the total exceeds the budget."""
+        # Group by document path for readability
+        by_doc: dict[str, List[dict]] = {}
+        for c in chunks:
+            by_doc.setdefault(c["path"], []).append(c)
+
+        parts: List[str] = []
+        total_chars = 0
+        for path, doc_chunks in by_doc.items():
+            doc_chunks.sort(key=lambda c: c["chunk_index"])
+            header = f"--- Document: {path} ---"
+            parts.append(header)
+            total_chars += len(header)
+
+            for c in doc_chunks:
+                text = c["text"]
+                if total_chars + len(text) > _MAX_CONTEXT_CHARS:
+                    remaining = _MAX_CONTEXT_CHARS - total_chars
+                    if remaining > 100:
+                        parts.append(text[:remaining] + " [...]")
+                    break
+                parts.append(text)
+                total_chars += len(text)
+
+            if total_chars >= _MAX_CONTEXT_CHARS:
+                break
+
+        return "\n\n".join(parts)
+
+    def _generate(
+        self,
+        question: str,
+        context: str,
+        *,
+        max_tokens: int = 1024,
+        temperature: float = 0.2,
+    ) -> str:
+        messages = [
+            {"role": "system", "content": _SYSTEM_PROMPT},
+            {
+                "role": "user",
+                "content": (
+                    f"Context:\n{context}\n\n"
+                    f"Question: {question}\n\n"
+                    "Answer based only on the context above:"
+                ),
+            },
+        ]
+        return self.llm.chat(messages, max_tokens=max_tokens, temperature=temperature)
+
+    def close(self) -> None:
+        """Release the underlying SQLite connection."""
+        self.store.close()
diff --git a/src/docfinder/rag/llm.py b/src/docfinder/rag/llm.py
new file mode 100644
index 0000000..0c90d67
--- /dev/null
+++ b/src/docfinder/rag/llm.py
@@ -0,0 +1,217 @@
+"""Local LLM management via llama-cpp-python.
+
+Handles model selection based on available system RAM, automatic download of
+GGUF models from Hugging Face, and inference.
+"""
+
+from __future__ import annotations
+
+import logging
+import platform
+import sys
+from dataclasses import dataclass
+from pathlib import Path
+from typing import List
+
+logger = logging.getLogger(__name__)
+
+# ── Model registry ───────────────────────────────────────────────────────────
+# Each entry maps a RAM tier to a recommended GGUF model.
+# repo_id  : Hugging Face repository hosting the GGUF file
+# filename : specific quantisation file to download
+# ctx_size : default context window the model was trained with
+# ram_min  : minimum available RAM in MB to use this tier
+
+
+@dataclass(slots=True, frozen=True)
+class ModelSpec:
+    """Specification for a single GGUF model variant."""
+
+    name: str
+    repo_id: str
+    filename: str
+    ctx_size: int
+    ram_min_mb: int
+
+
+# Ordered largest → smallest so the first match wins.
+MODEL_TIERS: List[ModelSpec] = [
+    ModelSpec(
+        name="Qwen2.5-7B-Instruct",
+        repo_id="bartowski/Qwen2.5-7B-Instruct-GGUF",
+        filename="Qwen2.5-7B-Instruct-Q4_K_M.gguf",
+        ctx_size=8192,
+        ram_min_mb=16_384,
+    ),
+    ModelSpec(
+        name="Qwen2.5-3B-Instruct",
+        repo_id="Qwen/Qwen2.5-3B-Instruct-GGUF",
+        filename="qwen2.5-3b-instruct-q4_k_m.gguf",
+        ctx_size=8192,
+        ram_min_mb=8_192,
+    ),
+    ModelSpec(
+        name="Qwen2.5-1.5B-Instruct",
+        repo_id="Qwen/Qwen2.5-1.5B-Instruct-GGUF",
+        filename="qwen2.5-1.5b-instruct-q4_k_m.gguf",
+        ctx_size=8192,
+        ram_min_mb=0,  # fallback — runs on anything
+    ),
+]
+
+_DEFAULT_MODELS_DIR = Path.home() / ".cache" / "docfinder" / "models"
+
+
+def _get_total_ram_mb() -> int:
+    """Return total physical RAM in MB using platform-native methods."""
+    try:
+        import psutil
+
+        return int(psutil.virtual_memory().total / (1024 * 1024))
+    except ImportError:
+        pass
+
+    if sys.platform == "darwin":
+        try:
+            import subprocess
+
+            total = int(subprocess.check_output(["sysctl", "-n", "hw.memsize"]).strip())
+            return total // (1024 * 1024)
+        except Exception:
+            pass
+    elif sys.platform.startswith("linux"):
+        try:
+            with open("/proc/meminfo") as f:
+                for line in f:
+                    if line.startswith("MemTotal:"):
+                        return int(line.split()[1]) // 1024  # kB → MB
+        except Exception:
+            pass
+
+    # Conservative fallback
+    logger.warning("Unable to detect system RAM — defaulting to 8 GB assumption")
+    return 8_192
+
+
+def select_model(total_ram_mb: int | None = None) -> ModelSpec:
+    """Pick the largest model that fits in available RAM."""
+    if total_ram_mb is None:
+        total_ram_mb = _get_total_ram_mb()
+
+    for spec in MODEL_TIERS:
+        if total_ram_mb >= spec.ram_min_mb:
+            logger.info(
+                "Selected model %s for %d MB RAM (requires >= %d MB)",
+                spec.name,
+                total_ram_mb,
+                spec.ram_min_mb,
+            )
+            return spec
+
+    # Should never happen since the last tier has ram_min_mb=0
+    return MODEL_TIERS[-1]
+
+
+def ensure_model(spec: ModelSpec, models_dir: Path | None = None) -> Path:
+    """Download the GGUF file if not already cached and return its local path.
+
+    Uses ``huggingface_hub`` (already a transitive dep of sentence-transformers)
+    so we don't add new network dependencies.
+    """
+    dest_dir = models_dir or _DEFAULT_MODELS_DIR
+    local_path = dest_dir / spec.filename
+
+    if local_path.exists():
+        logger.info("Model already cached at %s", local_path)
+        return local_path
+
+    logger.info("Downloading %s/%s …", spec.repo_id, spec.filename)
+    from huggingface_hub import hf_hub_download
+
+    downloaded = hf_hub_download(
+        repo_id=spec.repo_id,
+        filename=spec.filename,
+        local_dir=str(dest_dir),
+        local_dir_use_symlinks=False,
+    )
+    return Path(downloaded)
+
+
+def _detect_n_gpu_layers() -> int:
+    """Return a sensible ``n_gpu_layers`` value.
+
+    * Apple Silicon with Metal: offload all layers (``-1``).
+    * CUDA available: offload all layers (``-1``).
+    * Otherwise: CPU-only (``0``).
+    """
+    if sys.platform == "darwin" and platform.machine() == "arm64":
+        return -1  # Metal
+    try:
+        import torch
+
+        if torch.cuda.is_available():
+            return -1
+    except ImportError:
+        pass
+    return 0
+
+
+class LocalLLM:
+    """Wrapper around a ``llama_cpp.Llama`` instance."""
+
+    def __init__(
+        self,
+        model_path: Path | str,
+        *,
+        n_ctx: int = 4096,
+        n_gpu_layers: int | None = None,
+    ) -> None:
+        from llama_cpp import Llama
+
+        if n_gpu_layers is None:
+            n_gpu_layers = _detect_n_gpu_layers()
+
+        logger.info(
+            "Loading LLM from %s  (n_ctx=%d, n_gpu_layers=%d)",
+            model_path,
+            n_ctx,
+            n_gpu_layers,
+        )
+        self._llm = Llama(
+            model_path=str(model_path),
+            n_ctx=n_ctx,
+            n_gpu_layers=n_gpu_layers,
+            verbose=False,
+        )
+
+    def generate(
+        self,
+        prompt: str,
+        *,
+        max_tokens: int = 1024,
+        temperature: float = 0.2,
+        stop: list[str] | None = None,
+    ) -> str:
+        """Run a single completion and return the generated text."""
+        output = self._llm(
+            prompt,
+            max_tokens=max_tokens,
+            temperature=temperature,
+            stop=stop or [],
+        )
+        return output["choices"][0]["text"].strip()
+
+    def chat(
+        self,
+        messages: list[dict[str, str]],
+        *,
+        max_tokens: int = 1024,
+        temperature: float = 0.2,
+    ) -> str:
+        """Chat-completion style call (uses the model's chat template)."""
+        output = self._llm.create_chat_completion(
+            messages=messages,
+            max_tokens=max_tokens,
+            temperature=temperature,
+        )
+        return output["choices"][0]["message"]["content"].strip()
diff --git a/src/docfinder/utils/text.py b/src/docfinder/utils/text.py
index 69873aa..a4db17c 100644
--- a/src/docfinder/utils/text.py
+++ b/src/docfinder/utils/text.py
@@ -41,6 +41,41 @@ def chunk_text_stream(
         yield buffer
 
 
+def chunk_text_stream_paged(
+    pages: Iterable[tuple[int, str]], *, max_chars: int = 1200, overlap: int = 200
+) -> Iterator[tuple[str, int]]:
+    """Split a stream of (page_number, text) into overlapping chunks.
+
+    Yields ``(chunk_text, page_number)`` where ``page_number`` is the page
+    that contributed the **start** of the chunk.
+
+    This preserves page provenance so that downstream code can store the
+    originating page in chunk metadata.
+    """
+    buffer = ""
+    # Track which page the start of the buffer came from
+    buf_page = 0
+    step = max(max_chars - overlap, 1)
+
+    for page_num, part in pages:
+        if not buffer:
+            buf_page = page_num
+        buffer += part
+        while len(buffer) >= max_chars:
+            yield buffer[:max_chars], buf_page
+            buffer = buffer[step:]
+            # After slicing, the start of the buffer has shifted.
+            # The overlap region still belongs to the old page, so
+            # we keep buf_page unchanged — it's the page of the
+            # beginning of the chunk.  It will be updated when new
+            # text is appended from the next page.
+            if not buffer:
+                buf_page = page_num
+
+    if buffer:
+        yield buffer, buf_page
+
+
 def normalize_whitespace(lines: Iterable[str]) -> str:
     """Collapse whitespace and join lines."""
     return "\n".join(line.strip() for line in lines if line.strip())
diff --git a/src/docfinder/web/app.py b/src/docfinder/web/app.py
index d68d600..548db72 100644
--- a/src/docfinder/web/app.py
+++ b/src/docfinder/web/app.py
@@ -65,7 +65,7 @@ async def lifespan(app: FastAPI):
     yield
 
 
-app = FastAPI(title="DocFinder Web", version="1.2.0", lifespan=lifespan)
+app = FastAPI(title="DocFinder Web", version="2.0.0", lifespan=lifespan)
 app.add_middleware(
     CORSMiddleware,
     allow_origins=["*"],
@@ -99,9 +99,18 @@ class IndexPayload(BaseModel):
     exclude_paths: List[str] = []
 
 
+class RAGPayload(BaseModel):
+    question: str
+    document_path: str
+    chunk_index: int
+    db: Path | None = None
+
+
 class SettingsPayload(BaseModel):
     hotkey: str | None = None
     hotkey_enabled: bool | None = None
+    rag_enabled: bool | None = None
+    rag_model: str | None = None
 
 
 def _resolve_db_path(db: Path | None) -> Path:
@@ -137,6 +146,237 @@ async def search_documents(payload: SearchPayload) -> dict[str, List[SearchResul
     return {"results": results}
 
 
+# ── RAG singleton + download progress ─────────────────────────────────────
+_rag_llm: "LocalLLM | None" = None
+_rag_llm_lock = threading.Lock()
+_rag_download: dict[str, Any] = {
+    "status": "idle",  # idle | downloading | loading | ready | error
+    "downloaded_bytes": 0,
+    "total_bytes": 0,
+    "error": None,
+}
+
+
+def _load_rag_llm(model_name: str | None = None) -> None:
+    """Download (if needed) and load the RAG LLM.  Updates _rag_download state."""
+    global _rag_llm
+    from docfinder.rag.llm import MODEL_TIERS, LocalLLM, ModelSpec, _DEFAULT_MODELS_DIR
+
+    # Pick the requested model or auto-select
+    spec: ModelSpec | None = None
+    if model_name:
+        for t in MODEL_TIERS:
+            if t.name == model_name:
+                spec = t
+                break
+    if spec is None:
+        from docfinder.rag.llm import select_model
+        spec = select_model()
+
+    dest_dir = _DEFAULT_MODELS_DIR
+    local_path = dest_dir / spec.filename
+
+    if not local_path.exists():
+        _rag_download["status"] = "downloading"
+        _rag_download["downloaded_bytes"] = 0
+        _rag_download["total_bytes"] = 0
+        _rag_download["error"] = None
+
+        from huggingface_hub import hf_hub_download
+        from huggingface_hub.utils.tqdm import tqdm as HfTqdm
+
+        # Monkey-patch the HF tqdm class to capture download progress
+        _orig_init = HfTqdm.__init__
+        _orig_update = HfTqdm.update
+        outer = _rag_download
+
+        def _patched_init(self, *a, **kw):
+            _orig_init(self, *a, **kw)
+            if self.total:
+                outer["total_bytes"] = int(self.total)
+
+        def _patched_update(self, n=1):
+            _orig_update(self, n)
+            outer["downloaded_bytes"] = int(self.n)
+
+        HfTqdm.__init__ = _patched_init
+        HfTqdm.update = _patched_update
+        try:
+            hf_hub_download(
+                repo_id=spec.repo_id,
+                filename=spec.filename,
+                local_dir=str(dest_dir),
+            )
+        finally:
+            HfTqdm.__init__ = _orig_init
+            HfTqdm.update = _orig_update
+
+    _rag_download["status"] = "loading"
+    _rag_llm = LocalLLM(local_path, n_ctx=4096)
+    _rag_download["status"] = "ready"
+
+
+@app.get("/rag/models")
+async def rag_models() -> dict:
+    """Return available model tiers with a recommended flag."""
+    from docfinder.rag.llm import MODEL_TIERS, select_model, _DEFAULT_MODELS_DIR
+
+    recommended = select_model()
+    total_ram = await asyncio.to_thread(_get_total_ram_for_rag)
+
+    models = []
+    for spec in MODEL_TIERS:
+        local_path = _DEFAULT_MODELS_DIR / spec.filename
+        models.append({
+            "name": spec.name,
+            "filename": spec.filename,
+            "ram_min_mb": spec.ram_min_mb,
+            "recommended": spec.name == recommended.name,
+            "downloaded": local_path.exists(),
+            "size_label": _format_size_label(spec),
+        })
+    return {"models": models, "total_ram_mb": total_ram}
+
+
+def _get_total_ram_for_rag() -> int:
+    from docfinder.rag.llm import _get_total_ram_mb
+    return _get_total_ram_mb()
+
+
+def _format_size_label(spec) -> str:
+    """Return a human-readable approximate download size."""
+    sizes = {
+        "Qwen2.5-7B-Instruct": "~4.7 GB",
+        "Qwen2.5-3B-Instruct": "~2.1 GB",
+        "Qwen2.5-1.5B-Instruct": "~1.1 GB",
+    }
+    return sizes.get(spec.name, "unknown")
+
+
+@app.post("/rag/download")
+async def rag_download(model_name: str | None = None) -> dict:
+    """Start downloading and loading the RAG model in background."""
+    if _rag_download["status"] in ("downloading", "loading"):
+        return {"status": "already_running"}
+
+    _rag_download["status"] = "downloading"
+    _rag_download["error"] = None
+
+    # Read user preference from settings
+    settings = load_settings()
+    chosen = model_name or settings.get("rag_model")
+
+    async def _run():
+        try:
+            await asyncio.to_thread(_load_rag_llm, chosen)
+        except Exception as exc:
+            LOGGER.exception("RAG model download/load failed: %s", exc)
+            _rag_download["status"] = "error"
+            _rag_download["error"] = str(exc)
+
+    asyncio.create_task(_run())
+    return {"status": "started"}
+
+
+@app.get("/rag/download/status")
+async def rag_download_status() -> dict:
+    """Poll download / load progress."""
+    return dict(_rag_download)
+
+
+@app.post("/rag/chat")
+async def rag_chat(payload: RAGPayload) -> dict:
+    """Answer a question using RAG over the context window of a specific chunk."""
+    question = payload.question.strip()
+    if not question:
+        raise HTTPException(status_code=400, detail="Empty question")
+
+    if _rag_llm is None:
+        raise HTTPException(
+            status_code=503,
+            detail="RAG model not loaded. Enable AI Chat in Settings and download a model first.",
+        )
+
+    resolved_db = _resolve_db_path(payload.db)
+    if not resolved_db.exists():
+        raise HTTPException(status_code=404, detail="Database not found")
+
+    embedder = _get_embedder()
+    store = SQLiteVectorStore(resolved_db, dimension=embedder.dimension)
+
+    try:
+        # Look up document_id
+        row = store.connection.execute(
+            "SELECT id FROM documents WHERE path = ?", (payload.document_path,)
+        ).fetchone()
+        if row is None:
+            raise HTTPException(status_code=404, detail="Document not found in index")
+        doc_id = row["id"]
+
+        # Get context: try page-based first, fall back to fixed window
+        import json as _json
+
+        max_chars = 4000 * 4  # ~4000 tokens
+
+        # Find the page of the clicked chunk
+        chunk_row = store.connection.execute(
+            "SELECT metadata FROM chunks WHERE document_id = ? AND chunk_index = ?",
+            (doc_id, payload.chunk_index),
+        ).fetchone()
+        chunk_meta = _json.loads(chunk_row["metadata"]) if chunk_row and chunk_row["metadata"] else {}
+        center_page = chunk_meta.get("page") if chunk_row else None
+
+        if center_page is not None:
+            # Page-based context: same page + expand to adjacent pages
+            context_chunks = store.get_context_by_page(
+                doc_id, center_page, max_chars=max_chars
+            )
+        else:
+            # Fallback for old indexes without page metadata
+            context_chunks = store.get_context_window(
+                doc_id, payload.chunk_index, window_size=10
+            )
+
+        if not context_chunks:
+            raise HTTPException(status_code=404, detail="No chunks found for this document")
+
+        # Assemble context text respecting the token budget
+        parts = []
+        total = 0
+        for c in context_chunks:
+            text = c["text"]
+            if total + len(text) > max_chars:
+                remaining = max_chars - total
+                if remaining > 100:
+                    parts.append(text[:remaining] + " [...]")
+                break
+            parts.append(text)
+            total += len(text)
+        context_text = "\n\n".join(parts)
+
+        # Generate answer
+        system_prompt = (
+            "You are a helpful assistant that answers questions based on the provided document "
+            "context. Use ONLY the information from the context below. "
+            "If the context does not contain enough information, say so clearly. "
+            "Answer in the same language as the user's question."
+        )
+        messages = [
+            {"role": "system", "content": system_prompt},
+            {
+                "role": "user",
+                "content": f"Context:\n{context_text}\n\nQuestion: {question}",
+            },
+        ]
+        answer = await asyncio.to_thread(
+            _rag_llm.chat, messages, max_tokens=1024, temperature=0.2
+        )
+    finally:
+        store.close()
+
+    return {"answer": answer, "context_chunks_used": len(context_chunks)}
+
+
 @app.post("/open")
 async def open_document(payload: OpenRequest) -> dict[str, str]:
     path = payload.path.expanduser()
@@ -262,6 +502,10 @@ async def update_settings(payload: SettingsPayload) -> dict:
         current["hotkey"] = payload.hotkey
     if payload.hotkey_enabled is not None:
         current["hotkey_enabled"] = payload.hotkey_enabled
+    if payload.rag_enabled is not None:
+        current["rag_enabled"] = payload.rag_enabled
+    if payload.rag_model is not None:
+        current["rag_model"] = payload.rag_model
     _save_settings(current)
     return current
 
diff --git a/src/docfinder/web/templates/index.html b/src/docfinder/web/templates/index.html
index 7a1d267..8ace125 100644
--- a/src/docfinder/web/templates/index.html
+++ b/src/docfinder/web/templates/index.html
@@ -698,6 +698,170 @@
         margin-top: 0.65rem;
       }
 
+      .btn-accent {
+        background: var(--accent);
+        color: #fff;
+      }
+      .btn-accent:hover:not(:disabled) {
+        background: #7c3aed;
+      }
+
+      /* ── Chat panel ────────────────────────────────────────────────────── */
+      .chat-panel {
+        position: fixed;
+        bottom: 0;
+        right: 0;
+        width: 420px;
+        max-height: 70vh;
+        background: var(--bg-1);
+        border: 1px solid var(--border);
+        border-radius: var(--radius-lg) var(--radius-lg) 0 0;
+        box-shadow: var(--shadow-xl);
+        display: flex;
+        flex-direction: column;
+        z-index: 900;
+        transform: translateY(100%);
+        opacity: 0;
+        transition: transform 0.3s cubic-bezier(0.4,0,0.2,1), opacity 0.2s;
+      }
+      .chat-panel.visible {
+        transform: translateY(0);
+        opacity: 1;
+      }
+      .chat-header {
+        display: flex;
+        align-items: center;
+        justify-content: space-between;
+        padding: 0.75rem 1rem;
+        border-bottom: 1px solid var(--border);
+        flex-shrink: 0;
+      }
+      .chat-header h3 {
+        font-size: 0.85rem;
+        font-weight: 600;
+        white-space: nowrap;
+        overflow: hidden;
+        text-overflow: ellipsis;
+      }
+      .chat-close {
+        background: none;
+        border: none;
+        color: var(--text-2);
+        cursor: pointer;
+        padding: 0.25rem;
+        border-radius: var(--radius-xs);
+        display: flex;
+        align-items: center;
+        justify-content: center;
+      }
+      .chat-close:hover { color: var(--text-0); background: var(--bg-2); }
+      .chat-messages {
+        flex: 1;
+        overflow-y: auto;
+        padding: 0.75rem 1rem;
+        display: flex;
+        flex-direction: column;
+        gap: 0.6rem;
+        min-height: 120px;
+      }
+      .chat-msg {
+        max-width: 88%;
+        padding: 0.55rem 0.8rem;
+        border-radius: var(--radius-sm);
+        font-size: 0.82rem;
+        line-height: 1.5;
+        word-wrap: break-word;
+        white-space: pre-wrap;
+      }
+      .chat-msg.user {
+        align-self: flex-end;
+        background: var(--primary);
+        color: #fff;
+      }
+      .chat-msg.assistant {
+        align-self: flex-start;
+        background: var(--bg-2);
+        color: var(--text-0);
+      }
+      .chat-msg.system {
+        align-self: center;
+        background: var(--bg-3);
+        color: var(--text-2);
+        font-size: 0.75rem;
+        text-align: center;
+      }
+      .chat-input-row {
+        display: flex;
+        gap: 0.4rem;
+        padding: 0.65rem 0.85rem;
+        border-top: 1px solid var(--border);
+        flex-shrink: 0;
+      }
+      .chat-input {
+        flex: 1;
+        border: 1px solid var(--border);
+        border-radius: var(--radius-sm);
+        padding: 0.5rem 0.7rem;
+        font-size: 0.82rem;
+        background: var(--bg-0);
+        color: var(--text-0);
+        outline: none;
+        transition: border-color var(--transition);
+      }
+      .chat-input:focus { border-color: var(--border-focus); }
+      .chat-send {
+        padding: 0.5rem 0.85rem;
+        border-radius: var(--radius-sm);
+      }
+      @media (max-width: 500px) {
+        .chat-panel { width: 100%; }
+      }
+
+      /* ── RAG model card ────────────────────────────────────────────────── */
+      .model-card {
+        display: flex;
+        align-items: center;
+        gap: 0.75rem;
+        padding: 0.7rem 0.85rem;
+        border: 1px solid var(--border);
+        border-radius: var(--radius-sm);
+        background: var(--bg-0);
+        cursor: pointer;
+        transition: all var(--transition);
+      }
+      .model-card:hover { border-color: var(--primary-light); background: var(--bg-2); }
+      .model-card.selected { border-color: var(--primary); background: var(--primary-light); }
+      .model-card.disabled { opacity: 0.45; cursor: not-allowed; }
+      .model-radio {
+        width: 16px; height: 16px;
+        border: 2px solid var(--text-3);
+        border-radius: 50%;
+        flex-shrink: 0;
+        display: flex; align-items: center; justify-content: center;
+        transition: border-color var(--transition);
+      }
+      .model-card.selected .model-radio { border-color: var(--primary); }
+      .model-card.selected .model-radio::after {
+        content: '';
+        width: 8px; height: 8px;
+        border-radius: 50%;
+        background: var(--primary);
+      }
+      .model-info { flex: 1; min-width: 0; }
+      .model-name { font-size: 0.82rem; font-weight: 600; color: var(--text-0); }
+      .model-meta { font-size: 0.72rem; color: var(--text-2); margin-top: 0.1rem; }
+      .model-badge {
+        font-size: 0.65rem;
+        font-weight: 700;
+        text-transform: uppercase;
+        letter-spacing: 0.04em;
+        padding: 0.15rem 0.45rem;
+        border-radius: 9999px;
+        flex-shrink: 0;
+      }
+      .model-badge.recommended { background: var(--success-light); color: var(--success); }
+      .model-badge.downloaded { background: var(--primary-light); color: var(--primary); }
+
       /* ── Documents table ──────────────────────────────────────────────────── */
       .documents-table {
         width: 100%;
@@ -1335,6 +1499,48 @@ <h3 style="font-size:0.75rem; font-weight:600; color:var(--text-3); text-transfo
           <div style="margin-top:1rem; display:flex; justify-content:flex-end;">
             <button id="save-settings-btn" class="btn btn-primary">Save settings</button>
           </div>
+
+          <!-- ── AI Chat (RAG) ──────────────────────────────────────────── -->
+          <div style="margin-top:1.5rem; padding-top:1rem; border-top:1px solid var(--border);">
+            <h3 style="font-size:0.75rem; font-weight:600; color:var(--text-3); text-transform:uppercase; letter-spacing:0.06em; margin-bottom:0.4rem;">
+              AI Chat (RAG)
+            </h3>
+            <p style="font-size:0.82rem; color:var(--text-2); margin-bottom:0.65rem; line-height:1.5;">
+              Enable a local AI assistant that can answer questions about your documents.
+              A language model will be downloaded once and runs entirely on your machine &mdash; no data leaves your computer.
+            </p>
+
+            <div class="setting-row">
+              <div class="setting-info">
+                <span class="setting-label">Enable AI Chat</span>
+                <span class="setting-sub">Adds a Chat button on search results</span>
+              </div>
+              <label class="toggle" title="Enable or disable AI Chat">
+                <input type="checkbox" id="rag-enabled" />
+                <span class="toggle-slider"></span>
+              </label>
+            </div>
+
+            <div id="rag-models-section" style="display:none; margin-top:0.75rem;">
+              <p style="font-size:0.82rem; color:var(--text-2); margin-bottom:0.65rem;">
+                Choose a model based on your available RAM (<span id="rag-ram-label">detecting&hellip;</span>):
+              </p>
+              <div id="rag-models-list" style="display:flex; flex-direction:column; gap:0.5rem;"></div>
+
+              <div id="rag-download-progress" style="display:none; margin-top:0.75rem;">
+                <div style="display:flex; justify-content:space-between; font-size:0.78rem; color:var(--text-2); margin-bottom:0.3rem;">
+                  <span id="rag-dl-label">Downloading model&hellip;</span>
+                  <span id="rag-dl-pct">0%</span>
+                </div>
+                <div style="background:var(--bg-3); border-radius:9999px; height:6px; overflow:hidden;">
+                  <div id="rag-dl-bar" style="background:var(--primary); height:100%; width:0%; transition:width 0.3s;"></div>
+                </div>
+                <p id="rag-dl-detail" style="font-size:0.72rem; color:var(--text-3); margin-top:0.25rem;"></p>
+              </div>
+
+              <div id="rag-status-msg" style="display:none; margin-top:0.5rem; font-size:0.82rem; padding:0.5rem 0.7rem; border-radius:var(--radius-sm);"></div>
+            </div>
+          </div>
         </div>
       </div>
     </main>
@@ -1385,6 +1591,21 @@ <h3 class="modal-title">Before you index</h3>
       </div>
     </div>
 
+    <!-- ── Chat panel ────────────────────────────────────────────────────── -->
+    <div id="chat-panel" class="chat-panel">
+      <div class="chat-header">
+        <h3 id="chat-doc-title">Chat</h3>
+        <button class="chat-close" id="chat-close" title="Close chat">
+          <svg width="16" height="16" viewBox="0 0 16 16" fill="none"><path d="M4 4l8 8M12 4l-8 8" stroke="currentColor" stroke-width="1.6" stroke-linecap="round"/></svg>
+        </button>
+      </div>
+      <div class="chat-messages" id="chat-messages"></div>
+      <div class="chat-input-row">
+        <input id="chat-input" class="chat-input" type="text" placeholder="Ask about this document..." autocomplete="off" />
+        <button id="chat-send" class="btn btn-primary chat-send">Send</button>
+      </div>
+    </div>
+
     <script>
       const apiBase = window.location.origin;
 
@@ -1473,6 +1694,10 @@ <h3 class="result-title">${escHtml(title)}</h3>
               <svg width="12" height="12" viewBox="0 0 16 16" fill="none"><path d="M2 4h8l2 2v8H2V4z" stroke="white" stroke-width="1.5" stroke-linejoin="round"/><path d="M10 2h4v4" stroke="white" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/><path d="M9 7l5-5" stroke="white" stroke-width="1.4" stroke-linecap="round"/></svg>
               Open
             </button>
+            <button class="btn btn-accent btn-sm chat-btn" data-path="${escHtml(r.path)}" data-chunk="${r.chunk_index}" data-title="${escHtml(title)}" style="display:${ragEnabled ? 'inline-flex' : 'none'}">
+              <svg width="12" height="12" viewBox="0 0 16 16" fill="none"><path d="M2 3h12v8H5l-3 3V3z" stroke="white" stroke-width="1.5" stroke-linejoin="round"/><path d="M5 6h6M5 8.5h4" stroke="white" stroke-width="1.3" stroke-linecap="round"/></svg>
+              Chat
+            </button>
           </div>`;
         return li;
       }
@@ -1508,6 +1733,11 @@ <h3 class="result-title">${escHtml(title)}</h3>
           resultsMeta.textContent = `${data.results.length} result${data.results.length !== 1 ? 's' : ''} found`;
           resultsMeta.style.display = 'block';
           data.results.forEach(r => resultsList.appendChild(renderResult(r)));
+          resultsList.querySelectorAll('.chat-btn').forEach(btn => {
+            btn.addEventListener('click', () => {
+              openChat(btn.dataset.path, parseInt(btn.dataset.chunk), btn.dataset.title);
+            });
+          });
         } catch (err) {
           resultsMeta.style.display = 'none';
           resultsList.innerHTML = `<div class="empty-state"><div class="icon">\u26a0\ufe0f</div><p style="color:var(--danger);">${escHtml(err.message)}</p></div>`;
@@ -2046,6 +2276,14 @@ <h3 class="result-title">${escHtml(title)}</h3>
             document.getElementById('hotkey-permission-sub').textContent =
               'Requires Accessibility permission on macOS';
           }
+
+          // RAG settings
+          ragEnabled = s.rag_enabled === true;
+          ragEnabledToggle.checked = ragEnabled;
+          if (ragEnabled) {
+            ragModelsSection.style.display = '';
+            loadRagModels();
+          }
         } catch (err) {
           console.warn('Could not load settings:', err);
         }
@@ -2069,7 +2307,211 @@ <h3 class="result-title">${escHtml(title)}</h3>
         }
       });
 
-      // Hotkey capture modal
+      // ── RAG settings logic ──────────────────────────────────────────────
+      const ragEnabledToggle = document.getElementById('rag-enabled');
+      const ragModelsSection = document.getElementById('rag-models-section');
+      const ragModelsList    = document.getElementById('rag-models-list');
+      const ragRamLabel      = document.getElementById('rag-ram-label');
+      const ragDlProgress    = document.getElementById('rag-download-progress');
+      const ragDlLabel       = document.getElementById('rag-dl-label');
+      const ragDlPct         = document.getElementById('rag-dl-pct');
+      const ragDlBar         = document.getElementById('rag-dl-bar');
+      const ragDlDetail      = document.getElementById('rag-dl-detail');
+      const ragStatusMsg     = document.getElementById('rag-status-msg');
+
+      let ragEnabled = false;
+      let ragSelectedModel = null;
+      let ragModelsData = [];
+      let ragPollTimer = null;
+
+      function formatBytes(b) {
+        if (b >= 1e9) return (b / 1e9).toFixed(1) + ' GB';
+        if (b >= 1e6) return (b / 1e6).toFixed(0) + ' MB';
+        return (b / 1e3).toFixed(0) + ' KB';
+      }
+
+      ragEnabledToggle.addEventListener('change', async () => {
+        ragEnabled = ragEnabledToggle.checked;
+        await fetch(`${apiBase}/settings`, {
+          method: 'POST',
+          headers: { 'Content-Type': 'application/json' },
+          body: JSON.stringify({ rag_enabled: ragEnabled }),
+        });
+        if (ragEnabled) {
+          ragModelsSection.style.display = '';
+          loadRagModels();
+        } else {
+          ragModelsSection.style.display = 'none';
+        }
+      });
+
+      async function loadRagModels() {
+        try {
+          const [modelsRes, settingsRes, dlStatusRes] = await Promise.all([
+            fetch(`${apiBase}/rag/models`),
+            fetch(`${apiBase}/settings`),
+            fetch(`${apiBase}/rag/download/status`),
+          ]);
+          const data = await modelsRes.json();
+          const settings = await settingsRes.json();
+          const dlStatus = await dlStatusRes.json();
+
+          ragModelsData = data.models;
+          const ramGB = (data.total_ram_mb / 1024).toFixed(0);
+          ragRamLabel.textContent = ramGB + ' GB total RAM';
+
+          const savedModel = settings.rag_model;
+          const isDownloading = dlStatus.status === 'downloading' || dlStatus.status === 'loading';
+
+          ragModelsList.innerHTML = '';
+          ragModelsData.forEach(m => {
+            const canRun = data.total_ram_mb >= m.ram_min_mb;
+            const isSelected = savedModel ? savedModel === m.name : m.recommended;
+            const div = document.createElement('div');
+            div.className = 'model-card' + (isSelected ? ' selected' : '') + (!canRun ? ' disabled' : '');
+            div.dataset.model = m.name;
+
+            const ramReq = m.ram_min_mb > 0 ? (m.ram_min_mb / 1024).toFixed(0) + ' GB RAM' : 'Any';
+            let badges = '';
+            if (m.recommended) badges += '<span class="model-badge recommended">Recommended</span>';
+            if (m.downloaded) badges += '<span class="model-badge downloaded">Downloaded</span>';
+
+            div.innerHTML = `
+              <div class="model-radio"></div>
+              <div class="model-info">
+                <div class="model-name">${escHtml(m.name)}</div>
+                <div class="model-meta">${escHtml(m.size_label)} &middot; Requires ${ramReq}</div>
+              </div>
+              ${badges}
+            `;
+
+            if (canRun && !isDownloading) {
+              div.addEventListener('click', () => selectRagModel(m.name));
+            }
+            ragModelsList.appendChild(div);
+
+            if (isSelected && canRun) ragSelectedModel = m.name;
+          });
+
+          // If download is in progress, show progress bar and start polling
+          if (isDownloading) {
+            ragStatusMsg.style.display = 'none';
+            startRagPoll();
+          } else {
+            updateRagDownloadUI();
+          }
+        } catch (err) {
+          console.warn('Failed to load RAG models:', err);
+        }
+      }
+
+      function selectRagModel(name) {
+        ragSelectedModel = name;
+        ragModelsList.querySelectorAll('.model-card').forEach(c => {
+          c.classList.toggle('selected', c.dataset.model === name);
+        });
+        fetch(`${apiBase}/settings`, {
+          method: 'POST',
+          headers: { 'Content-Type': 'application/json' },
+          body: JSON.stringify({ rag_model: name }),
+        });
+        updateRagDownloadUI();
+      }
+
+      function updateRagDownloadUI() {
+        const m = ragModelsData.find(x => x.name === ragSelectedModel);
+        if (!m) return;
+        ragStatusMsg.style.display = '';
+        if (m.downloaded) {
+          ragStatusMsg.style.background = 'var(--success-light)';
+          ragStatusMsg.style.color = 'var(--success)';
+          ragStatusMsg.innerHTML = 'Model ready. Chat buttons are now visible on search results.';
+          ragDlProgress.style.display = 'none';
+          // Auto-load model if not loaded yet
+          fetch(`${apiBase}/rag/download/status`).then(r => r.json()).then(s => {
+            if (s.status !== 'ready' && s.status !== 'loading') {
+              fetch(`${apiBase}/rag/download`, { method: 'POST', headers: { 'Content-Type': 'application/json' }, body: JSON.stringify({}) });
+            }
+          });
+        } else {
+          ragStatusMsg.style.background = 'var(--primary-light)';
+          ragStatusMsg.style.color = 'var(--primary)';
+          ragStatusMsg.innerHTML = `<button class="btn btn-primary btn-sm" id="rag-download-btn" style="margin-right:0.5rem;">Download ${escHtml(m.size_label)}</button> Download to start using AI Chat`;
+          ragDlProgress.style.display = 'none';
+          document.getElementById('rag-download-btn')?.addEventListener('click', startRagDownload);
+        }
+      }
+
+      async function startRagDownload() {
+        ragStatusMsg.style.display = 'none';
+        ragDlProgress.style.display = '';
+        ragDlLabel.textContent = 'Downloading model\u2026';
+        ragDlPct.textContent = '0%';
+        ragDlBar.style.width = '0%';
+        ragDlDetail.textContent = '';
+
+        await fetch(`${apiBase}/rag/download`, {
+          method: 'POST',
+          headers: { 'Content-Type': 'application/json' },
+          body: JSON.stringify({}),
+        });
+
+        startRagPoll();
+      }
+
+      function stopRagPoll() {
+        if (ragPollTimer) {
+          clearInterval(ragPollTimer);
+          ragPollTimer = null;
+        }
+      }
+
+      function startRagPoll() {
+        // Always restart — ensures fresh polling when returning to settings tab
+        stopRagPoll();
+        ragDlProgress.style.display = '';
+        ragStatusMsg.style.display = 'none';
+
+        // Do an immediate tick so UI updates instantly on tab switch
+        pollRagOnce();
+
+        ragPollTimer = setInterval(pollRagOnce, 800);
+      }
+
+      async function pollRagOnce() {
+        try {
+          const res = await fetch(`${apiBase}/rag/download/status`);
+          const s = await res.json();
+          if (s.status === 'downloading') {
+            const pct = s.total_bytes > 0 ? Math.round(s.downloaded_bytes / s.total_bytes * 100) : 0;
+            ragDlPct.textContent = pct + '%';
+            ragDlBar.style.width = pct + '%';
+            ragDlLabel.textContent = 'Downloading model\u2026';
+            ragDlDetail.textContent = formatBytes(s.downloaded_bytes) + ' / ' + formatBytes(s.total_bytes);
+          } else if (s.status === 'loading') {
+            ragDlPct.textContent = '100%';
+            ragDlBar.style.width = '100%';
+            ragDlLabel.textContent = 'Loading model into memory\u2026';
+            ragDlDetail.textContent = 'This may take a moment';
+          } else if (s.status === 'ready') {
+            stopRagPoll();
+            ragDlProgress.style.display = 'none';
+            const m = ragModelsData.find(x => x.name === ragSelectedModel);
+            if (m) m.downloaded = true;
+            loadRagModels();
+            showToast('AI Chat model is ready');
+          } else if (s.status === 'error') {
+            stopRagPoll();
+            ragDlProgress.style.display = 'none';
+            ragStatusMsg.style.display = '';
+            ragStatusMsg.style.background = 'var(--danger-light)';
+            ragStatusMsg.style.color = 'var(--danger)';
+            ragStatusMsg.textContent = 'Download failed: ' + (s.error || 'Unknown error');
+          }
+        } catch { /* ignore transient fetch errors */ }
+      }
+
+      // ── Hotkey capture modal
       const hotkeyModal    = document.getElementById('hotkey-modal');
       const captureDisplay = document.getElementById('hotkey-capture-display');
       const confirmHotkeyBtn = document.getElementById('confirm-hotkey');
@@ -2123,6 +2565,88 @@ <h3 class="result-title">${escHtml(title)}</h3>
         window.addEventListener('pywebviewready', enableBrowseButton);
       }
 
+      // ── Chat panel ────────────────────────────────────────────────────────
+      const chatPanel    = document.getElementById('chat-panel');
+      const chatMessages = document.getElementById('chat-messages');
+      const chatInput    = document.getElementById('chat-input');
+      const chatSend     = document.getElementById('chat-send');
+      const chatDocTitle = document.getElementById('chat-doc-title');
+      const chatClose    = document.getElementById('chat-close');
+
+      let chatDocPath  = '';
+      let chatChunkIdx = 0;
+
+      function openChat(path, chunkIndex, title) {
+        chatDocPath  = path;
+        chatChunkIdx = chunkIndex;
+        chatDocTitle.textContent = title || 'Chat';
+        chatMessages.innerHTML = '';
+        addChatMsg('system', 'Ask anything about this document. The AI will use the surrounding context to answer.');
+        chatPanel.classList.add('visible');
+        chatInput.focus();
+      }
+
+      function closeChat() {
+        chatPanel.classList.remove('visible');
+      }
+
+      function addChatMsg(role, text) {
+        const div = document.createElement('div');
+        div.className = 'chat-msg ' + role;
+        div.textContent = text;
+        chatMessages.appendChild(div);
+        chatMessages.scrollTop = chatMessages.scrollHeight;
+      }
+
+      async function sendChat() {
+        const q = chatInput.value.trim();
+        if (!q) return;
+
+        addChatMsg('user', q);
+        chatInput.value = '';
+        chatSend.disabled = true;
+        chatInput.disabled = true;
+
+        const loadingDiv = document.createElement('div');
+        loadingDiv.className = 'chat-msg system';
+        loadingDiv.textContent = 'Thinking\u2026';
+        chatMessages.appendChild(loadingDiv);
+        chatMessages.scrollTop = chatMessages.scrollHeight;
+
+        try {
+          const res = await fetch(`${apiBase}/rag/chat`, {
+            method: 'POST',
+            headers: { 'Content-Type': 'application/json' },
+            body: JSON.stringify({
+              question: q,
+              document_path: chatDocPath,
+              chunk_index: chatChunkIdx,
+            }),
+          });
+          loadingDiv.remove();
+          if (!res.ok) {
+            const err = await res.json();
+            addChatMsg('system', err.detail || 'Error generating answer');
+            return;
+          }
+          const data = await res.json();
+          addChatMsg('assistant', data.answer);
+        } catch (err) {
+          loadingDiv.remove();
+          addChatMsg('system', 'Connection error: ' + err.message);
+        } finally {
+          chatSend.disabled = false;
+          chatInput.disabled = false;
+          chatInput.focus();
+        }
+      }
+
+      chatClose.addEventListener('click', closeChat);
+      chatSend.addEventListener('click', sendChat);
+      chatInput.addEventListener('keydown', e => {
+        if (e.key === 'Enter' && !e.shiftKey) { e.preventDefault(); sendChat(); }
+      });
+
       // ── Spotlight overlay ─────────────────────────────────────────────────
       (function () {
         const overlay  = document.getElementById('spotlight-overlay');
diff --git a/tests/test_imports.py b/tests/test_imports.py
index c6b2a1e..40b32a6 100644
--- a/tests/test_imports.py
+++ b/tests/test_imports.py
@@ -4,4 +4,4 @@
 
 
 def test_version_present() -> None:
-    assert __version__ == "1.1.2"
+    assert __version__ == "2.0.0"
diff --git a/tests/test_pdf_loader.py b/tests/test_pdf_loader.py
index f23e0ab..2bf1b14 100644
--- a/tests/test_pdf_loader.py
+++ b/tests/test_pdf_loader.py
@@ -173,14 +173,14 @@ def test_get_metadata_empty_title(self, mock_fitz: MagicMock, tmp_path: Path) ->
 class TestBuildChunks:
     """Test build_chunks function."""
 
-    @patch("docfinder.ingestion.pdf_loader.iter_text_parts")
+    @patch("docfinder.ingestion.pdf_loader.iter_text_parts_paged")
     @patch("docfinder.ingestion.pdf_loader.get_pdf_metadata")
     def test_build_chunks_simple(
         self, mock_meta: MagicMock, mock_iter: MagicMock, tmp_path: Path
     ) -> None:
         """Should build chunks from PDF text."""
         mock_meta.return_value = {"title": "Test", "page_count": "1"}
-        mock_iter.return_value = iter(["This is a test document with some content."])
+        mock_iter.return_value = iter([(1, "This is a test document with some content.")])
 
         pdf_path = tmp_path / "test.pdf"
         pdf_path.write_bytes(b"dummy")
@@ -193,7 +193,7 @@ def test_build_chunks_simple(
         assert chunks[0].index == 0
         assert chunks[0].metadata["title"] == "Test"
 
-    @patch("docfinder.ingestion.pdf_loader.iter_text_parts")
+    @patch("docfinder.ingestion.pdf_loader.iter_text_parts_paged")
     @patch("docfinder.ingestion.pdf_loader.get_pdf_metadata")
     def test_build_chunks_multiple(
         self, mock_meta: MagicMock, mock_iter: MagicMock, tmp_path: Path
@@ -201,7 +201,7 @@ def test_build_chunks_multiple(
         """Should create multiple chunks for long text."""
         long_text = "x" * 500
         mock_meta.return_value = {"title": "Long", "page_count": "1"}
-        mock_iter.return_value = iter([long_text])
+        mock_iter.return_value = iter([(1, long_text)])
 
         pdf_path = tmp_path / "long.pdf"
         pdf_path.write_bytes(b"dummy")
@@ -214,14 +214,14 @@ def test_build_chunks_multiple(
         for i, chunk in enumerate(chunks):
             assert chunk.index == i
 
-    @patch("docfinder.ingestion.pdf_loader.iter_text_parts")
+    @patch("docfinder.ingestion.pdf_loader.iter_text_parts_paged")
     @patch("docfinder.ingestion.pdf_loader.get_pdf_metadata")
     def test_build_chunks_metadata(
         self, mock_meta: MagicMock, mock_iter: MagicMock, tmp_path: Path
     ) -> None:
         """Should include metadata in chunks."""
         mock_meta.return_value = {"title": "My Document", "page_count": "5"}
-        mock_iter.return_value = iter(["Content"])
+        mock_iter.return_value = iter([(1, "Content")])
 
         pdf_path = tmp_path / "doc.pdf"
         pdf_path.write_bytes(b"dummy")
@@ -232,7 +232,7 @@ def test_build_chunks_metadata(
         chunk = chunks[0]
         assert chunk.metadata["title"] == "My Document"
 
-    @patch("docfinder.ingestion.pdf_loader.iter_text_parts")
+    @patch("docfinder.ingestion.pdf_loader.iter_text_parts_paged")
     @patch("docfinder.ingestion.pdf_loader.get_pdf_metadata")
     def test_build_chunks_empty_text(
         self, mock_meta: MagicMock, mock_iter: MagicMock, tmp_path: Path
diff --git a/tests/test_rag.py b/tests/test_rag.py
new file mode 100644
index 0000000..0ef9ba7
--- /dev/null
+++ b/tests/test_rag.py
@@ -0,0 +1,399 @@
+"""Tests for the RAG module — context window retrieval and engine assembly."""
+
+from __future__ import annotations
+
+from pathlib import Path
+import numpy as np
+import pytest
+
+from docfinder.index.storage import SQLiteVectorStore
+from docfinder.models import ChunkRecord, DocumentMetadata
+from docfinder.rag.llm import MODEL_TIERS, select_model
+
+
+# ── Fixtures ─────────────────────────────────────────────────────────────────
+
+
+@pytest.fixture
+def store_with_chunks(tmp_path):
+    """Create a store with a single document containing 25 chunks (indices 0-24)."""
+    db_path = tmp_path / "rag_test.db"
+    store = SQLiteVectorStore(db_path, dimension=384)
+
+    doc = DocumentMetadata(
+        path=Path("/tmp/rag_doc.pdf"),
+        title="RAG Test Doc",
+        sha256="rag_hash_123",
+        mtime=1234567890.0,
+        size=50000,
+    )
+    chunks = [
+        ChunkRecord(
+            document_path=doc.path,
+            index=i,
+            text=f"Chunk number {i} of the document. " * 10,
+            metadata={"page": i // 5 + 1},
+        )
+        for i in range(25)
+    ]
+    embeddings = np.random.rand(25, 384).astype("float32")
+    store.upsert_document(doc, chunks, embeddings)
+
+    yield store
+    store.close()
+
+
+# ── get_context_window tests ─────────────────────────────────────────────────
+
+
+class TestGetContextWindow:
+    """Test SQLiteVectorStore.get_context_window."""
+
+    def test_center_chunk_with_full_window(self, store_with_chunks):
+        """Window around chunk 12 (indices 2..22) should return 21 chunks."""
+        doc_id = store_with_chunks.connection.execute("SELECT id FROM documents").fetchone()["id"]
+        window = store_with_chunks.get_context_window(doc_id, center_index=12, window_size=10)
+
+        assert len(window) == 21
+        indices = [c["chunk_index"] for c in window]
+        assert indices == list(range(2, 23))
+
+    def test_window_clamps_at_start(self, store_with_chunks):
+        """Window around chunk 3 should clamp the lower bound to 0."""
+        doc_id = store_with_chunks.connection.execute("SELECT id FROM documents").fetchone()["id"]
+        window = store_with_chunks.get_context_window(doc_id, center_index=3, window_size=10)
+
+        indices = [c["chunk_index"] for c in window]
+        assert indices[0] == 0
+        assert indices[-1] == 13
+        assert len(window) == 14  # 0..13
+
+    def test_window_clamps_at_end(self, store_with_chunks):
+        """Window around chunk 22 should stop at the last chunk (24)."""
+        doc_id = store_with_chunks.connection.execute("SELECT id FROM documents").fetchone()["id"]
+        window = store_with_chunks.get_context_window(doc_id, center_index=22, window_size=10)
+
+        indices = [c["chunk_index"] for c in window]
+        assert indices[0] == 12
+        assert indices[-1] == 24
+
+    def test_window_size_zero(self, store_with_chunks):
+        """Window of size 0 should return only the center chunk."""
+        doc_id = store_with_chunks.connection.execute("SELECT id FROM documents").fetchone()["id"]
+        window = store_with_chunks.get_context_window(doc_id, center_index=10, window_size=0)
+
+        assert len(window) == 1
+        assert window[0]["chunk_index"] == 10
+
+    def test_nonexistent_document(self, store_with_chunks):
+        """Querying a nonexistent document_id should return an empty list."""
+        window = store_with_chunks.get_context_window(
+            document_id=9999, center_index=0, window_size=10
+        )
+        assert window == []
+
+    def test_chunks_ordered_by_index(self, store_with_chunks):
+        """Returned chunks must be in ascending chunk_index order."""
+        doc_id = store_with_chunks.connection.execute("SELECT id FROM documents").fetchone()["id"]
+        window = store_with_chunks.get_context_window(doc_id, center_index=12, window_size=5)
+
+        indices = [c["chunk_index"] for c in window]
+        assert indices == sorted(indices)
+
+    def test_chunk_text_content(self, store_with_chunks):
+        """Verify actual text content is returned correctly."""
+        doc_id = store_with_chunks.connection.execute("SELECT id FROM documents").fetchone()["id"]
+        window = store_with_chunks.get_context_window(doc_id, center_index=5, window_size=0)
+
+        assert len(window) == 1
+        assert "Chunk number 5" in window[0]["text"]
+
+    def test_search_results_include_document_id(self, store_with_chunks):
+        """Verify that search results now include document_id."""
+        query = np.random.rand(384).astype("float32")
+        results = store_with_chunks.search(query, top_k=1)
+
+        assert len(results) == 1
+        assert "document_id" in results[0]
+        assert isinstance(results[0]["document_id"], int)
+
+
+# ── get_context_by_page tests ─────────────────────────────────────────────
+
+
+class TestGetContextByPage:
+    """Test SQLiteVectorStore.get_context_by_page."""
+
+    def test_returns_center_page_chunks(self, store_with_chunks):
+        """Page 3 has chunks 10-14 (5 chunks). All should be returned."""
+        doc_id = store_with_chunks.connection.execute("SELECT id FROM documents").fetchone()["id"]
+        result = store_with_chunks.get_context_by_page(doc_id, center_page=3)
+
+        indices = [c["chunk_index"] for c in result]
+        # Page 3 chunks (10-14) must be present
+        for i in range(10, 15):
+            assert i in indices
+
+    def test_expands_to_adjacent_pages(self, store_with_chunks):
+        """With a large max_chars, it should include adjacent pages."""
+        doc_id = store_with_chunks.connection.execute("SELECT id FROM documents").fetchone()["id"]
+        result = store_with_chunks.get_context_by_page(doc_id, center_page=3, max_chars=100000)
+
+        # Should have chunks from multiple pages since budget is huge
+        assert len(result) > 5
+
+    def test_respects_max_chars(self, store_with_chunks):
+        """With a tiny max_chars, only center page chunks are returned."""
+        doc_id = store_with_chunks.connection.execute("SELECT id FROM documents").fetchone()["id"]
+        # Each chunk is ~350 chars ("Chunk number X of the document. " * 10)
+        # 500 chars should fit only ~1 chunk
+        result = store_with_chunks.get_context_by_page(doc_id, center_page=3, max_chars=500)
+
+        total_chars = sum(len(c["text"]) for c in result)
+        # Should be limited — at most center page
+        assert total_chars < 3000
+
+    def test_ordered_by_chunk_index(self, store_with_chunks):
+        """Results must be in ascending chunk_index order."""
+        doc_id = store_with_chunks.connection.execute("SELECT id FROM documents").fetchone()["id"]
+        result = store_with_chunks.get_context_by_page(doc_id, center_page=3, max_chars=100000)
+
+        indices = [c["chunk_index"] for c in result]
+        assert indices == sorted(indices)
+
+    def test_nonexistent_page(self, store_with_chunks):
+        """Querying a page that doesn't exist should return empty or expand."""
+        doc_id = store_with_chunks.connection.execute("SELECT id FROM documents").fetchone()["id"]
+        result = store_with_chunks.get_context_by_page(doc_id, center_page=99)
+
+        # No chunks on page 99, but expansion should eventually find some
+        # With default max_chars, it will keep expanding
+        # Actually page 99 is far away; expansion increments by 1 each time
+        # so it would take many iterations. Let's just verify it doesn't crash.
+        assert isinstance(result, list)
+
+    def test_nonexistent_document(self, store_with_chunks):
+        """Querying a nonexistent document_id should return empty."""
+        result = store_with_chunks.get_context_by_page(document_id=9999, center_page=1)
+        assert result == []
+
+    def test_page_1_includes_first_chunks(self, store_with_chunks):
+        """Page 1 should contain chunks 0-4."""
+        doc_id = store_with_chunks.connection.execute("SELECT id FROM documents").fetchone()["id"]
+        result = store_with_chunks.get_context_by_page(doc_id, center_page=1, max_chars=2000)
+
+        indices = [c["chunk_index"] for c in result]
+        assert 0 in indices
+        assert 4 in indices
+
+
+# ── chunk_text_stream_paged tests ────────────────────────────────────────
+
+
+class TestChunkTextStreamPaged:
+    """Test the page-aware chunking utility."""
+
+    def test_preserves_page_numbers(self):
+        from docfinder.utils.text import chunk_text_stream_paged
+
+        pages = [(1, "A" * 100), (2, "B" * 100), (3, "C" * 100)]
+        results = list(chunk_text_stream_paged(pages, max_chars=100, overlap=0))
+
+        assert len(results) == 3
+        assert results[0][1] == 1  # page number
+        assert results[1][1] == 2
+        assert results[2][1] == 3
+
+    def test_chunk_spanning_pages(self):
+        from docfinder.utils.text import chunk_text_stream_paged
+
+        # Page 1 has 60 chars, page 2 has 60 chars. Chunk size 100.
+        # First chunk should span both pages but report page 1 (start).
+        pages = [(1, "A" * 60), (2, "B" * 60)]
+        results = list(chunk_text_stream_paged(pages, max_chars=100, overlap=0))
+
+        assert len(results) >= 1
+        # First chunk starts on page 1
+        assert results[0][1] == 1
+
+    def test_single_page(self):
+        from docfinder.utils.text import chunk_text_stream_paged
+
+        pages = [(1, "Hello world")]
+        results = list(chunk_text_stream_paged(pages, max_chars=1000, overlap=0))
+
+        assert len(results) == 1
+        assert results[0][0] == "Hello world"
+        assert results[0][1] == 1
+
+
+# ── Virtual page tests for non-PDF formats ───────────────────────────────────
+
+
+class TestTxtPaged:
+    """Test plain text virtual paging."""
+
+    def test_short_file_single_page(self, tmp_path):
+        from docfinder.ingestion.pdf_loader import iter_text_parts_txt_paged
+
+        f = tmp_path / "short.txt"
+        f.write_text("Hello world.\nThis is a short file.")
+        pages = list(iter_text_parts_txt_paged(f))
+
+        assert len(pages) == 1
+        assert pages[0][0] == 1
+        assert "Hello world" in pages[0][1]
+
+    def test_long_file_multiple_pages(self, tmp_path):
+        from docfinder.ingestion.pdf_loader import iter_text_parts_txt_paged
+
+        f = tmp_path / "long.txt"
+        # 10000 chars → should produce multiple virtual pages (~3 at 3000 chars each)
+        f.write_text("Line of text.\n" * 700)
+        pages = list(iter_text_parts_txt_paged(f))
+
+        assert len(pages) >= 3
+        # Pages should be numbered sequentially
+        for i, (page_num, _) in enumerate(pages):
+            assert page_num == i + 1
+
+    def test_empty_file(self, tmp_path):
+        from docfinder.ingestion.pdf_loader import iter_text_parts_txt_paged
+
+        f = tmp_path / "empty.txt"
+        f.write_text("")
+        pages = list(iter_text_parts_txt_paged(f))
+
+        assert pages == []
+
+
+class TestMdPaged:
+    """Test Markdown section-based virtual paging."""
+
+    def test_splits_on_headings(self, tmp_path):
+        from docfinder.ingestion.pdf_loader import iter_text_parts_md_paged
+
+        f = tmp_path / "doc.md"
+        f.write_text("# Intro\nSome intro text.\n\n## Methods\nDetails here.\n\n## Results\nData.")
+        pages = list(iter_text_parts_md_paged(f))
+
+        assert len(pages) == 3
+        assert "intro text" in pages[0][1].lower()
+        assert "details" in pages[1][1].lower()
+        assert "data" in pages[2][1].lower()
+
+    def test_no_headings_single_section(self, tmp_path):
+        from docfinder.ingestion.pdf_loader import iter_text_parts_md_paged
+
+        f = tmp_path / "flat.md"
+        f.write_text("Just plain text with **bold** and *italic*.")
+        pages = list(iter_text_parts_md_paged(f))
+
+        assert len(pages) == 1
+        assert pages[0][0] == 1
+
+    def test_cleans_formatting(self, tmp_path):
+        from docfinder.ingestion.pdf_loader import iter_text_parts_md_paged
+
+        f = tmp_path / "fmt.md"
+        f.write_text("# Title\n[Click here](http://example.com) and ![img](pic.png)")
+        pages = list(iter_text_parts_md_paged(f))
+
+        assert len(pages) == 1
+        text = pages[0][1]
+        assert "Click here" in text
+        assert "http://" not in text  # link URL stripped
+        assert "![" not in text  # image stripped
+
+
+class TestDocxPaged:
+    """Test Word document virtual paging."""
+
+    def test_groups_paragraphs(self, tmp_path):
+        from docfinder.ingestion.pdf_loader import iter_text_parts_docx_paged
+
+        try:
+            from docx import Document
+        except ImportError:
+            pytest.skip("python-docx not installed")
+
+        f = tmp_path / "test.docx"
+        doc = Document()
+        for i in range(25):
+            doc.add_paragraph(f"Paragraph {i}")
+        doc.save(str(f))
+
+        pages = list(iter_text_parts_docx_paged(f))
+
+        # 25 paragraphs / 10 per page = 3 pages (10, 10, 5)
+        assert len(pages) == 3
+        assert pages[0][0] == 1
+        assert pages[1][0] == 2
+        assert pages[2][0] == 3
+        assert "Paragraph 0" in pages[0][1]
+        assert "Paragraph 10" in pages[1][1]
+        assert "Paragraph 20" in pages[2][1]
+
+
+# ── Model selection tests ────────────────────────────────────────────────────
+
+
+class TestSelectModel:
+    """Test automatic model selection based on RAM."""
+
+    def test_large_ram_picks_7b(self):
+        spec = select_model(total_ram_mb=32_768)
+        assert "7B" in spec.name
+
+    def test_medium_ram_picks_3b(self):
+        spec = select_model(total_ram_mb=12_000)
+        assert "3B" in spec.name
+
+    def test_small_ram_picks_1_5b(self):
+        spec = select_model(total_ram_mb=4_000)
+        assert "1.5B" in spec.name
+
+    def test_minimum_ram_still_works(self):
+        spec = select_model(total_ram_mb=1_000)
+        assert spec is not None
+        assert spec.ram_min_mb == 0
+
+    def test_tiers_ordered_descending(self):
+        """Model tiers must be ordered by ram_min_mb descending."""
+        ram_mins = [t.ram_min_mb for t in MODEL_TIERS]
+        assert ram_mins == sorted(ram_mins, reverse=True)
+
+
+# ── RAG Engine context assembly tests ────────────────────────────────────────
+
+
+class TestRAGEngineContextAssembly:
+    """Test the context trimming logic of RAGEngine."""
+
+    def test_context_trimmed_when_exceeding_budget(self):
+        from docfinder.rag.engine import RAGEngine, _MAX_CONTEXT_CHARS
+
+        # Create chunks that together exceed _MAX_CONTEXT_CHARS
+        chunks = [
+            {"chunk_index": i, "text": "x" * 2000, "path": "/tmp/test.pdf"}
+            for i in range(20)
+        ]
+        results = []  # not used by _assemble_context_text
+
+        text = RAGEngine._assemble_context_text(chunks, results)
+
+        # The assembled text should not exceed the budget (plus a small header allowance)
+        assert len(text) <= _MAX_CONTEXT_CHARS + 500  # headers add a bit
+
+    def test_context_preserves_order(self):
+        from docfinder.rag.engine import RAGEngine
+
+        chunks = [
+            {"chunk_index": i, "text": f"chunk_{i}", "path": "/tmp/test.pdf"}
+            for i in range(5)
+        ]
+        text = RAGEngine._assemble_context_text(chunks, [])
+
+        # Chunks should appear in order
+        for i in range(4):
+            assert text.index(f"chunk_{i}") < text.index(f"chunk_{i + 1}")

From a6deb2e2c97d373f9ab141078944081d55a21f1d Mon Sep 17 00:00:00 2001
From: Filippo Stanghellini <stanghelliniifilippo@gmail.com>
Date: Thu, 12 Mar 2026 17:44:39 +0100
Subject: [PATCH 6/7] fix ruff

---
 src/docfinder/cli.py        |  4 +++-
 src/docfinder/rag/engine.py |  6 ++++--
 src/docfinder/web/app.py    | 12 ++++++++----
 tests/test_rag.py           |  4 ++--
 4 files changed, 17 insertions(+), 9 deletions(-)

diff --git a/src/docfinder/cli.py b/src/docfinder/cli.py
index bccc405..80b4aac 100644
--- a/src/docfinder/cli.py
+++ b/src/docfinder/cli.py
@@ -32,7 +32,9 @@ def _ensure_db_parent(db_path: Path) -> None:
 
 @app.command()
 def index(
-    inputs: List[Path] = typer.Argument(..., help="Paths with documents to index.", resolve_path=True),
+    inputs: List[Path] = typer.Argument(
+        ..., help="Paths with documents to index.", resolve_path=True
+    ),
     db: Path = typer.Option(None, "--db", help="SQLite database path"),
     model: str = typer.Option(AppConfig().model_name, help="Sentence-transformer model name"),
     chunk_chars: int = typer.Option(AppConfig().chunk_chars, help="Chunk size in characters"),
diff --git a/src/docfinder/rag/engine.py b/src/docfinder/rag/engine.py
index e8a1c8d..67fae10 100644
--- a/src/docfinder/rag/engine.py
+++ b/src/docfinder/rag/engine.py
@@ -7,7 +7,7 @@
 from pathlib import Path
 from typing import List
 
-from docfinder.index.search import SearchResult, Searcher
+from docfinder.index.search import Searcher, SearchResult
 from docfinder.index.storage import SQLiteVectorStore
 from docfinder.rag.llm import LocalLLM, ModelSpec, ensure_model, select_model
 
@@ -105,7 +105,9 @@ def query(
 
         context_chunks = self._build_context(results)
         context_text = self._assemble_context_text(context_chunks, results)
-        answer = self._generate(question, context_text, max_tokens=max_tokens, temperature=temperature)
+        answer = self._generate(
+            question, context_text, max_tokens=max_tokens, temperature=temperature
+        )
 
         return RAGResult(answer=answer, sources=results, context_chunks=context_chunks)
 
diff --git a/src/docfinder/web/app.py b/src/docfinder/web/app.py
index 548db72..9911bbb 100644
--- a/src/docfinder/web/app.py
+++ b/src/docfinder/web/app.py
@@ -147,7 +147,7 @@ async def search_documents(payload: SearchPayload) -> dict[str, List[SearchResul
 
 
 # ── RAG singleton + download progress ─────────────────────────────────────
-_rag_llm: "LocalLLM | None" = None
+_rag_llm: Any = None
 _rag_llm_lock = threading.Lock()
 _rag_download: dict[str, Any] = {
     "status": "idle",  # idle | downloading | loading | ready | error
@@ -160,7 +160,7 @@ async def search_documents(payload: SearchPayload) -> dict[str, List[SearchResul
 def _load_rag_llm(model_name: str | None = None) -> None:
     """Download (if needed) and load the RAG LLM.  Updates _rag_download state."""
     global _rag_llm
-    from docfinder.rag.llm import MODEL_TIERS, LocalLLM, ModelSpec, _DEFAULT_MODELS_DIR
+    from docfinder.rag.llm import _DEFAULT_MODELS_DIR, MODEL_TIERS, LocalLLM, ModelSpec
 
     # Pick the requested model or auto-select
     spec: ModelSpec | None = None
@@ -219,7 +219,7 @@ def _patched_update(self, n=1):
 @app.get("/rag/models")
 async def rag_models() -> dict:
     """Return available model tiers with a recommended flag."""
-    from docfinder.rag.llm import MODEL_TIERS, select_model, _DEFAULT_MODELS_DIR
+    from docfinder.rag.llm import _DEFAULT_MODELS_DIR, MODEL_TIERS, select_model
 
     recommended = select_model()
     total_ram = await asyncio.to_thread(_get_total_ram_for_rag)
@@ -323,7 +323,11 @@ async def rag_chat(payload: RAGPayload) -> dict:
             "SELECT metadata FROM chunks WHERE document_id = ? AND chunk_index = ?",
             (doc_id, payload.chunk_index),
         ).fetchone()
-        chunk_meta = _json.loads(chunk_row["metadata"]) if chunk_row and chunk_row["metadata"] else {}
+        chunk_meta = (
+            _json.loads(chunk_row["metadata"])
+            if chunk_row and chunk_row["metadata"]
+            else {}
+        )
         center_page = chunk_meta.get("page") if chunk_row else None
 
         if center_page is not None:
diff --git a/tests/test_rag.py b/tests/test_rag.py
index 0ef9ba7..d8d15d4 100644
--- a/tests/test_rag.py
+++ b/tests/test_rag.py
@@ -3,6 +3,7 @@
 from __future__ import annotations
 
 from pathlib import Path
+
 import numpy as np
 import pytest
 
@@ -10,7 +11,6 @@
 from docfinder.models import ChunkRecord, DocumentMetadata
 from docfinder.rag.llm import MODEL_TIERS, select_model
 
-
 # ── Fixtures ─────────────────────────────────────────────────────────────────
 
 
@@ -371,7 +371,7 @@ class TestRAGEngineContextAssembly:
     """Test the context trimming logic of RAGEngine."""
 
     def test_context_trimmed_when_exceeding_budget(self):
-        from docfinder.rag.engine import RAGEngine, _MAX_CONTEXT_CHARS
+        from docfinder.rag.engine import _MAX_CONTEXT_CHARS, RAGEngine
 
         # Create chunks that together exceed _MAX_CONTEXT_CHARS
         chunks = [

From 497a5fb7a18dc1686182674e034025ddf4562f33 Mon Sep 17 00:00:00 2001
From: Filippo Stanghellini <stanghelliniifilippo@gmail.com>
Date: Thu, 12 Mar 2026 17:48:34 +0100
Subject: [PATCH 7/7] fix ruff

---
 src/docfinder/gui.py                  | 164 +++++++++++++++++++-------
 src/docfinder/index/storage.py        |  14 ++-
 src/docfinder/ingestion/pdf_loader.py |  33 +++---
 src/docfinder/rag/engine.py           |   4 +-
 src/docfinder/utils/files.py          |   3 +-
 src/docfinder/web/app.py              |  36 +++---
 tests/test_rag.py                     |   6 +-
 7 files changed, 169 insertions(+), 91 deletions(-)

diff --git a/src/docfinder/gui.py b/src/docfinder/gui.py
index bbe3224..4a21102 100644
--- a/src/docfinder/gui.py
+++ b/src/docfinder/gui.py
@@ -183,9 +183,7 @@ def _build(self) -> None:
         # culprit in the original pywebview crash).  The spotlight.html body
         # background is set to the same dark color so no white edges show.
         webview.setUnderPageBackgroundColor_(
-            AppKit.NSColor.colorWithSRGBRed_green_blue_alpha_(
-                22 / 255, 27 / 255, 42 / 255, 1.0
-            )
+            AppKit.NSColor.colorWithSRGBRed_green_blue_alpha_(22 / 255, 27 / 255, 42 / 255, 1.0)
         )
 
         # ── NSPanel ───────────────────────────────────────────────────────────
@@ -205,9 +203,7 @@ def _build(self) -> None:
         panel.setWorksWhenModal_(True)
         panel.setBecomesKeyOnlyIfNeeded_(False)
         panel.setBackgroundColor_(
-            AppKit.NSColor.colorWithSRGBRed_green_blue_alpha_(
-                22 / 255, 27 / 255, 42 / 255, 1.0
-            )
+            AppKit.NSColor.colorWithSRGBRed_green_blue_alpha_(22 / 255, 27 / 255, 42 / 255, 1.0)
         )
         panel.setContentView_(webview)
 
@@ -306,8 +302,7 @@ def forward_key(self, keycode: int, chars: str) -> None:
             )
         elif keycode == _RETURN:
             self._webview.evaluateJavaScript_completionHandler_(
-                "document.dispatchEvent(new KeyboardEvent("
-                "'keydown',{key:'Enter',bubbles:true}));",
+                "document.dispatchEvent(new KeyboardEvent('keydown',{key:'Enter',bubbles:true}));",
                 None,
             )
         elif keycode == _BACKSPACE:
@@ -319,10 +314,7 @@ def forward_key(self, keycode: int, chars: str) -> None:
             )
         elif chars:
             safe = (
-                chars.replace("\\", "\\\\")
-                .replace("'", "\\'")
-                .replace("\n", "")
-                .replace("\r", "")
+                chars.replace("\\", "\\\\").replace("'", "\\'").replace("\n", "").replace("\r", "")
             )
             if safe:
                 self._webview.evaluateJavaScript_completionHandler_(
@@ -363,30 +355,84 @@ def _parse_pynput_hotkey(hotkey_str: str) -> tuple[int, int] | None:
     """
     # Mapping of pynput modifier names to CGEvent modifier flag bits
     _MOD_MAP: dict[str, int] = {
-        "cmd": 1 << 20,   # kCGEventFlagMaskCommand = 0x00100000
+        "cmd": 1 << 20,  # kCGEventFlagMaskCommand = 0x00100000
         "shift": 1 << 17,  # kCGEventFlagMaskShift   = 0x00020000
-        "alt": 1 << 19,   # kCGEventFlagMaskAlternate = 0x00080000
+        "alt": 1 << 19,  # kCGEventFlagMaskAlternate = 0x00080000
         "ctrl": 1 << 18,  # kCGEventFlagMaskControl = 0x00040000
     }
 
     # macOS virtual keycodes for A-Z (lowercase key name → keycode)
     _KEY_MAP: dict[str, int] = {
-        "a": 0, "b": 11, "c": 8, "d": 2, "e": 14, "f": 3, "g": 5,
-        "h": 4, "i": 34, "j": 38, "k": 40, "l": 37, "m": 46, "n": 45,
-        "o": 31, "p": 35, "q": 12, "r": 15, "s": 1, "t": 17, "u": 32,
-        "v": 9, "w": 13, "x": 7, "y": 16, "z": 6,
-        "space": 49, "f1": 122, "f2": 120, "f3": 99, "f4": 118,
-        "f5": 96, "f6": 97, "f7": 98, "f8": 100, "f9": 101,
-        "f10": 109, "f11": 103, "f12": 111,
+        "a": 0,
+        "b": 11,
+        "c": 8,
+        "d": 2,
+        "e": 14,
+        "f": 3,
+        "g": 5,
+        "h": 4,
+        "i": 34,
+        "j": 38,
+        "k": 40,
+        "l": 37,
+        "m": 46,
+        "n": 45,
+        "o": 31,
+        "p": 35,
+        "q": 12,
+        "r": 15,
+        "s": 1,
+        "t": 17,
+        "u": 32,
+        "v": 9,
+        "w": 13,
+        "x": 7,
+        "y": 16,
+        "z": 6,
+        "space": 49,
+        "f1": 122,
+        "f2": 120,
+        "f3": 99,
+        "f4": 118,
+        "f5": 96,
+        "f6": 97,
+        "f7": 98,
+        "f8": 100,
+        "f9": 101,
+        "f10": 109,
+        "f11": 103,
+        "f12": 111,
     }
 
     # macOS Option+key produces dead-key characters — map them back to base keys.
     # e.g. Option+D → ∂, Option+S → ß, Option+F → ƒ, etc.
     _DEADKEY_MAP: dict[str, str] = {
-        "å": "a", "∫": "b", "ç": "c", "∂": "d", "´": "e", "ƒ": "f", "©": "g",
-        "˙": "h", "ˆ": "i", "∆": "j", "˚": "k", "¬": "l", "µ": "m", "˜": "n",
-        "ø": "o", "π": "p", "œ": "q", "®": "r", "ß": "s", "†": "t", "¨": "u",
-        "√": "v", "∑": "w", "≈": "x", "¥": "y", "ω": "z",
+        "å": "a",
+        "∫": "b",
+        "ç": "c",
+        "∂": "d",
+        "´": "e",
+        "ƒ": "f",
+        "©": "g",
+        "˙": "h",
+        "ˆ": "i",
+        "∆": "j",
+        "˚": "k",
+        "¬": "l",
+        "µ": "m",
+        "˜": "n",
+        "ø": "o",
+        "π": "p",
+        "œ": "q",
+        "®": "r",
+        "ß": "s",
+        "†": "t",
+        "¨": "u",
+        "√": "v",
+        "∑": "w",
+        "≈": "x",
+        "¥": "y",
+        "ω": "z",
     }
 
     parts = [p.strip().lower().strip("<>") for p in hotkey_str.split("+")]
@@ -468,18 +514,54 @@ def _start_cgeventtap(self, hotkey: str) -> None:
 
         # macOS keycode → character (US keyboard layout, unshifted / shifted)
         _KC_CHARS: dict[int, tuple[str, str]] = {
-            0: ("a", "A"), 1: ("s", "S"), 2: ("d", "D"), 3: ("f", "F"),
-            4: ("h", "H"), 5: ("g", "G"), 6: ("z", "Z"), 7: ("x", "X"),
-            8: ("c", "C"), 9: ("v", "V"), 11: ("b", "B"), 12: ("q", "Q"),
-            13: ("w", "W"), 14: ("e", "E"), 15: ("r", "R"), 16: ("y", "Y"),
-            17: ("t", "T"), 18: ("1", "!"), 19: ("2", "@"), 20: ("3", "#"),
-            21: ("4", "$"), 22: ("6", "^"), 23: ("5", "%"), 24: ("=", "+"),
-            25: ("9", "("), 26: ("7", "&"), 27: ("-", "_"), 28: ("8", "*"),
-            29: ("0", ")"), 30: ("]", "}"), 31: ("o", "O"), 32: ("u", "U"),
-            33: ("[", "{"), 34: ("i", "I"), 35: ("p", "P"), 37: ("l", "L"),
-            38: ("j", "J"), 39: ("'", '"'), 40: ("k", "K"), 41: (";", ":"),
-            42: ("\\", "|"), 43: (",", "<"), 44: ("/", "?"), 45: ("n", "N"),
-            46: ("m", "M"), 47: (".", ">"), 49: (" ", " "), 50: ("`", "~"),
+            0: ("a", "A"),
+            1: ("s", "S"),
+            2: ("d", "D"),
+            3: ("f", "F"),
+            4: ("h", "H"),
+            5: ("g", "G"),
+            6: ("z", "Z"),
+            7: ("x", "X"),
+            8: ("c", "C"),
+            9: ("v", "V"),
+            11: ("b", "B"),
+            12: ("q", "Q"),
+            13: ("w", "W"),
+            14: ("e", "E"),
+            15: ("r", "R"),
+            16: ("y", "Y"),
+            17: ("t", "T"),
+            18: ("1", "!"),
+            19: ("2", "@"),
+            20: ("3", "#"),
+            21: ("4", "$"),
+            22: ("6", "^"),
+            23: ("5", "%"),
+            24: ("=", "+"),
+            25: ("9", "("),
+            26: ("7", "&"),
+            27: ("-", "_"),
+            28: ("8", "*"),
+            29: ("0", ")"),
+            30: ("]", "}"),
+            31: ("o", "O"),
+            32: ("u", "U"),
+            33: ("[", "{"),
+            34: ("i", "I"),
+            35: ("p", "P"),
+            37: ("l", "L"),
+            38: ("j", "J"),
+            39: ("'", '"'),
+            40: ("k", "K"),
+            41: (";", ":"),
+            42: ("\\", "|"),
+            43: (",", "<"),
+            44: ("/", "?"),
+            45: ("n", "N"),
+            46: ("m", "M"),
+            47: (".", ">"),
+            49: (" ", " "),
+            50: ("`", "~"),
         }
         _SHIFT_FLAG = 1 << 17
 
@@ -527,9 +609,7 @@ def _tap_callback(proxy: object, event_type: int, event: object, refcon: object)
                         try:
                             from PyObjCTools import AppHelper  # type: ignore[import-untyped]
 
-                            AppHelper.callAfter(
-                                self.spotlight_panel.forward_key, keycode, chars
-                            )
+                            AppHelper.callAfter(self.spotlight_panel.forward_key, keycode, chars)
                         except Exception:
                             pass
                         return None  # suppress
@@ -625,9 +705,7 @@ def stop(self) -> None:
                 Quartz.CGEventTapEnable(self._tap, False)
                 if self._tap_source is not None:
                     # Stop the run loop so the thread exits
-                    Quartz.CFRunLoopStop(
-                        Quartz.CFRunLoopGetMain()
-                    )
+                    Quartz.CFRunLoopStop(Quartz.CFRunLoopGetMain())
             except Exception:
                 pass
             self._tap = None
diff --git a/src/docfinder/index/storage.py b/src/docfinder/index/storage.py
index e3f822c..b4953a1 100644
--- a/src/docfinder/index/storage.py
+++ b/src/docfinder/index/storage.py
@@ -278,12 +278,14 @@ def get_context_by_page(
         for row in rows:
             meta = json.loads(row["metadata"]) if row["metadata"] else {}
             page = meta.get("page", 0)
-            chunks_with_page.append({
-                "chunk_index": row["chunk_index"],
-                "text": row["text"],
-                "metadata": row["metadata"],
-                "page": page,
-            })
+            chunks_with_page.append(
+                {
+                    "chunk_index": row["chunk_index"],
+                    "text": row["text"],
+                    "metadata": row["metadata"],
+                    "page": page,
+                }
+            )
 
         # Collect pages: start with center_page, then expand symmetrically
         collected: List[dict] = []
diff --git a/src/docfinder/ingestion/pdf_loader.py b/src/docfinder/ingestion/pdf_loader.py
index 9e57229..44e55a0 100644
--- a/src/docfinder/ingestion/pdf_loader.py
+++ b/src/docfinder/ingestion/pdf_loader.py
@@ -21,6 +21,7 @@
 
 # ── PDF ───────────────────────────────────────────────────────────────────────
 
+
 def iter_text_parts(path: Path) -> Iterator[str]:
     """Yield text content from a PDF file, page by page."""
     try:
@@ -105,10 +106,10 @@ def iter_text_parts_txt_paged(path: Path) -> Iterator[tuple[int, str]]:
 _MD_HEADING_LINE = re.compile(r"^#{1,6}\s+", re.MULTILINE)
 _MD_HEADING_SPLIT = re.compile(r"(?=^#{1,6}\s)", re.MULTILINE)
 _MD_BOLD_ITAL = re.compile(r"\*{1,3}([^*\n]+)\*{1,3}")
-_MD_CODE      = re.compile(r"`{1,3}[^`]*`{1,3}", re.DOTALL)
-_MD_IMAGE     = re.compile(r"!\[.*?\]\([^)]*\)")
-_MD_LINK      = re.compile(r"\[([^\]]+)\]\([^)]+\)")
-_MD_HR        = re.compile(r"^[-*_]{3,}\s*$", re.MULTILINE)
+_MD_CODE = re.compile(r"`{1,3}[^`]*`{1,3}", re.DOTALL)
+_MD_IMAGE = re.compile(r"!\[.*?\]\([^)]*\)")
+_MD_LINK = re.compile(r"\[([^\]]+)\]\([^)]+\)")
+_MD_HR = re.compile(r"^[-*_]{3,}\s*$", re.MULTILINE)
 
 
 def _clean_md(text: str) -> str:
@@ -158,15 +159,24 @@ def iter_text_parts_md_paged(path: Path) -> Iterator[tuple[int, str]]:
 _DOCX_PARAS_PER_PAGE = 10
 
 
-def iter_text_parts_docx(path: Path) -> Iterator[str]:
-    """Yield paragraph text from a .docx file."""
+def _import_docx_document():
+    """Import and return the ``Document`` class from python-docx, or *None*."""
     try:
         from docx import Document  # type: ignore[import-untyped]
+
+        return Document
     except ImportError:
         LOGGER.warning(
             "python-docx not installed — cannot index .docx files. "
             "Install with: pip install python-docx"
         )
+        return None
+
+
+def iter_text_parts_docx(path: Path) -> Iterator[str]:
+    """Yield paragraph text from a .docx file."""
+    Document = _import_docx_document()
+    if Document is None:
         return
     try:
         doc = Document(str(path))
@@ -183,13 +193,8 @@ def iter_text_parts_docx_paged(path: Path) -> Iterator[tuple[int, str]]:
 
     Groups every 10 consecutive non-empty paragraphs into one virtual page.
     """
-    try:
-        from docx import Document  # type: ignore[import-untyped]
-    except ImportError:
-        LOGGER.warning(
-            "python-docx not installed — cannot index .docx files. "
-            "Install with: pip install python-docx"
-        )
+    Document = _import_docx_document()
+    if Document is None:
         return
     try:
         doc = Document(str(path))
@@ -212,6 +217,7 @@ def iter_text_parts_docx_paged(path: Path) -> Iterator[tuple[int, str]]:
 
 # ── Dispatcher ────────────────────────────────────────────────────────────────
 
+
 def _iter_text_by_suffix(path: Path) -> Iterator[str]:
     suffix = path.suffix.lower()
     if suffix == ".pdf":
@@ -280,7 +286,6 @@ def _iter_paged_text(path: Path) -> Iterator[tuple[int, str]]:
         LOGGER.warning("Unsupported file type: %s", path.suffix)
 
 
-
 def build_chunks(path: Path, *, max_chars: int = 1200, overlap: int = 200) -> Iterable[ChunkRecord]:
     """Produce overlapping chunk records for any supported document type."""
     from docfinder.utils.text import chunk_text_stream_paged
diff --git a/src/docfinder/rag/engine.py b/src/docfinder/rag/engine.py
index 67fae10..d9656e6 100644
--- a/src/docfinder/rag/engine.py
+++ b/src/docfinder/rag/engine.py
@@ -127,9 +127,7 @@ def _build_context(self, results: List[SearchResult]) -> List[dict]:
                 continue
             doc_id = row["id"]
 
-            window = self.store.get_context_window(
-                doc_id, result.chunk_index, self.window_size
-            )
+            window = self.store.get_context_window(doc_id, result.chunk_index, self.window_size)
             for chunk in window:
                 key = (doc_id, chunk["chunk_index"])
                 if key not in seen:
diff --git a/src/docfinder/utils/files.py b/src/docfinder/utils/files.py
index 3fce0e4..70c4b70 100644
--- a/src/docfinder/utils/files.py
+++ b/src/docfinder/utils/files.py
@@ -14,7 +14,8 @@ def iter_document_paths(inputs: Iterable[Path]) -> Iterator[Path]:
     for item in inputs:
         if item.is_dir():
             yield from sorted(
-                p for p in item.rglob("*")
+                p
+                for p in item.rglob("*")
                 if p.is_file() and p.suffix.lower() in SUPPORTED_EXTENSIONS
             )
         elif item.is_file() and item.suffix.lower() in SUPPORTED_EXTENSIONS:
diff --git a/src/docfinder/web/app.py b/src/docfinder/web/app.py
index 9911bbb..b90986b 100644
--- a/src/docfinder/web/app.py
+++ b/src/docfinder/web/app.py
@@ -171,6 +171,7 @@ def _load_rag_llm(model_name: str | None = None) -> None:
                 break
     if spec is None:
         from docfinder.rag.llm import select_model
+
         spec = select_model()
 
     dest_dir = _DEFAULT_MODELS_DIR
@@ -227,19 +228,22 @@ async def rag_models() -> dict:
     models = []
     for spec in MODEL_TIERS:
         local_path = _DEFAULT_MODELS_DIR / spec.filename
-        models.append({
-            "name": spec.name,
-            "filename": spec.filename,
-            "ram_min_mb": spec.ram_min_mb,
-            "recommended": spec.name == recommended.name,
-            "downloaded": local_path.exists(),
-            "size_label": _format_size_label(spec),
-        })
+        models.append(
+            {
+                "name": spec.name,
+                "filename": spec.filename,
+                "ram_min_mb": spec.ram_min_mb,
+                "recommended": spec.name == recommended.name,
+                "downloaded": local_path.exists(),
+                "size_label": _format_size_label(spec),
+            }
+        )
     return {"models": models, "total_ram_mb": total_ram}
 
 
 def _get_total_ram_for_rag() -> int:
     from docfinder.rag.llm import _get_total_ram_mb
+
     return _get_total_ram_mb()
 
 
@@ -324,22 +328,16 @@ async def rag_chat(payload: RAGPayload) -> dict:
             (doc_id, payload.chunk_index),
         ).fetchone()
         chunk_meta = (
-            _json.loads(chunk_row["metadata"])
-            if chunk_row and chunk_row["metadata"]
-            else {}
+            _json.loads(chunk_row["metadata"]) if chunk_row and chunk_row["metadata"] else {}
         )
         center_page = chunk_meta.get("page") if chunk_row else None
 
         if center_page is not None:
             # Page-based context: same page + expand to adjacent pages
-            context_chunks = store.get_context_by_page(
-                doc_id, center_page, max_chars=max_chars
-            )
+            context_chunks = store.get_context_by_page(doc_id, center_page, max_chars=max_chars)
         else:
             # Fallback for old indexes without page metadata
-            context_chunks = store.get_context_window(
-                doc_id, payload.chunk_index, window_size=10
-            )
+            context_chunks = store.get_context_window(doc_id, payload.chunk_index, window_size=10)
 
         if not context_chunks:
             raise HTTPException(status_code=404, detail="No chunks found for this document")
@@ -372,9 +370,7 @@ async def rag_chat(payload: RAGPayload) -> dict:
                 "content": f"Context:\n{context_text}\n\nQuestion: {question}",
             },
         ]
-        answer = await asyncio.to_thread(
-            _rag_llm.chat, messages, max_tokens=1024, temperature=0.2
-        )
+        answer = await asyncio.to_thread(_rag_llm.chat, messages, max_tokens=1024, temperature=0.2)
     finally:
         store.close()
 
diff --git a/tests/test_rag.py b/tests/test_rag.py
index d8d15d4..4bdbe1a 100644
--- a/tests/test_rag.py
+++ b/tests/test_rag.py
@@ -375,8 +375,7 @@ def test_context_trimmed_when_exceeding_budget(self):
 
         # Create chunks that together exceed _MAX_CONTEXT_CHARS
         chunks = [
-            {"chunk_index": i, "text": "x" * 2000, "path": "/tmp/test.pdf"}
-            for i in range(20)
+            {"chunk_index": i, "text": "x" * 2000, "path": "/tmp/test.pdf"} for i in range(20)
         ]
         results = []  # not used by _assemble_context_text
 
@@ -389,8 +388,7 @@ def test_context_preserves_order(self):
         from docfinder.rag.engine import RAGEngine
 
         chunks = [
-            {"chunk_index": i, "text": f"chunk_{i}", "path": "/tmp/test.pdf"}
-            for i in range(5)
+            {"chunk_index": i, "text": f"chunk_{i}", "path": "/tmp/test.pdf"} for i in range(5)
         ]
         text = RAGEngine._assemble_context_text(chunks, [])