diff --git a/snot/alpine@3.x.x.cdn.min.js b/snot/alpine@3.x.x.cdn.min.js
new file mode 100644
index 0000000..2a6849c
--- /dev/null
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diff --git a/snot/snot.html b/snot/snot.html
new file mode 100644
index 0000000..6766e74
--- /dev/null
+++ b/snot/snot.html
@@ -0,0 +1,350 @@
+<style>
+    *,
+    *::before,
+    *::after {
+        box-sizing: border-box;
+    }
+
+    html,
+    body {
+        margin: 0;
+        padding: 0;
+    }
+
+    body {
+        font-family: system-ui, sans-serif;
+        padding: 1rem;
+        font-size: 16px;
+    }
+
+    table,
+    th,
+    td {
+        border: 1px solid rgba(150, 150, 150, 0.5);
+        border-collapse: collapse;
+    }
+
+    tr:nth-child(even) {
+        background-color: rgba(150, 150, 150, 0.1);
+    }
+
+    th,
+    td {
+        padding: 0.5rem;
+        white-space: nowrap;
+    }
+
+    th {
+        text-align: left;
+    }
+
+    .input,
+    .button {
+        display: inline-block;
+        appearance: none;
+        cursor: pointer;
+        font-size: 16px;
+        padding: 0.75rem;
+        background: none;
+        text-decoration: none;
+        font-size: inherit;
+        color: inherit;
+        border: none;
+        border-radius: 0.5rem;
+        background-color: rgba(180, 180, 180, 0.2);
+    }
+
+    .button {
+        padding: 0.75rem 1rem;
+        text-transform: uppercase;
+        font-weight: bold;
+        font-size: 0.8em;
+        letter-spacing: 0.05em;
+    }
+    .button:hover,
+    .input:focus {
+        background-color: rgba(200, 200, 200, 0.2);
+    }
+    .button:active {
+        background-color: rgba(120, 120, 120, 0.2);
+    }
+    .error {
+        background-color: rgb(170, 42, 42);
+        color: white;
+        padding: 0.5rem 0;
+        display: block;
+    }
+
+    .results {
+        border: none;
+        padding-right: 1rem;
+        display: inline-block;
+    }
+
+    .gapped > * + * {
+        margin-top: 2rem;
+    }
+
+    .search-form {
+        display: flex;
+        flex-direction: column;
+        justify-content: center;
+    }
+
+    .row {
+        display: flex;
+        justify-content: center;
+        gap: 0.5rem;
+    }
+
+    .filter-bar {
+        position: fixed;
+        padding: 0.5rem;
+        bottom: 1rem;
+        right: 1rem;
+        z-index: 10;
+        opacity: 0;
+        transform: translateY(1rem);
+        transition: all 0.3s ease;
+    }
+    .filter-bar:focus-within,
+    .filter-bar:hover {
+        -webkit-backdrop-filter: blur(10px);
+        backdrop-filter: blur(10px);
+        transform: translateY(0);
+        opacity: 1;
+    }
+
+    .filter-bar > * {
+        display: block;
+    }
+    .gapped.small > * + * {
+        margin-top: 1rem;
+    }
+
+    .logo {
+        font-family: "JetBrains Mono", consolas, monospace;
+        font-weight: 900;
+        text-transform: uppercase;
+        font-size: 2rem;
+        margin: 2rem 0;
+        letter-spacing: 0.25em;
+        text-align: center;
+        color: rgba(100, 100, 100, 0.5);
+        user-select: none;
+        pointer-events: none;
+    }
+
+    .actor-list {
+        display: flex;
+        flex-wrap: wrap;
+        gap: 0.35rem;
+        max-width: 380px;
+    }
+
+    .actor-pill {
+        border: 1px solid rgba(120, 120, 120, 0.35);
+        border-radius: 999px;
+        background: rgba(120, 120, 120, 0.1);
+        color: inherit;
+        cursor: pointer;
+        font: inherit;
+        font-size: 0.85rem;
+        padding: 0.15rem 0.5rem;
+        white-space: nowrap;
+    }
+
+    .actor-pill:hover {
+        background: rgba(120, 120, 120, 0.2);
+    }
+</style>
+<h1 class="logo">s·n·o·t</h1>
+<div x-data="app()" class="gapped" @keydown.window="onKeydown">
+    <form @submit.prevent="search" class="search-form">
+        <div class="row">
+            <input class="input" type="text" x-ref="query" x-model="form.query" placeholder="Search videos" style="width: 300px" />
+            <input class="button" type="submit" />
+        </div>
+    </form>
+
+    <div x-show="errorMessage" class="error">
+        <pre x-text="errorMessage"></pre>
+    </div>
+
+    <div class="results-wrapper">
+        <table class="results" x-show="visibleResults.length">
+            <tr>
+                <template x-for="col in columns">
+                    <th
+                        x-text="col.label + (col.sortable && sort.by === col.key ? (sort.dir === 'asc' ? ' ↑' : ' ↓') : '')"
+                        :style="col.sortable ? 'cursor:pointer;user-select:none' : ''"
+                        @click="col.sortable && toggleSort(col.key)"
+                    ></th>
+                </template>
+            </tr>
+            <template x-for="item in visibleResults">
+                <tr>
+                    <template x-for="col in columns">
+                        <td>
+                            <template x-if="col.key === 'file_name'">
+                                <a :href="buildAlfredURL(item.download_url)" x-text="item.file_name"></a>
+                            </template>
+                            <template x-if="col.key === 'actors'">
+                                <div class="actor-list">
+                                    <template x-for="actor in (item.actors ?? [])" :key="actor">
+                                        <button type="button" class="actor-pill" @click="addActorFilter(actor, $event)" x-text="actor"></button>
+                                    </template>
+                                </div>
+                            </template>
+                            <template x-if="!['actors', 'file_name'].includes(col.key)">
+                                <span x-text="col.value(item)"></span>
+                            </template>
+                        </td>
+                    </template>
+                </tr>
+            </template>
+        </table>
+    </div>
+
+    <div x-show="playlistLink">
+        <a class="button" :href="playlistLink">Play all with mpv</a>
+    </div>
+
+    <div class="filter-bar gapped small">
+        <input class="input" x-ref="filterInput" type="text" placeholder="Filter results" x-model="filter.query" />
+
+        <details>
+            <summary>Advanced</summary>
+            <div class="row">
+                <input id="minSizeMB" class="input" type="text" pattern="^\d*$" placeholder="Min size (MB)" x-model.number="filter.minSizeMB" />
+            </div>
+        </details>
+    </div>
+</div>
+
+<script defer src="./alpine@3.x.x.cdn.min.js"></script>
+<script>
+    const app = () => ({
+        results: [],
+        errorMessage: "",
+        form: {
+            query: "",
+        },
+        filter: {
+            query: "",
+            minSizeMB: 0,
+        },
+        sort: { by: null, dir: "asc" },
+        buildAlfredURL(url) {
+            return `alfred://runtrigger/piracy/direct_link/?argument=${encodeURIComponent(url)}`;
+        },
+        toggleSort(field) {
+            if (this.sort.by === field) {
+                this.sort.dir = this.sort.dir === "asc" ? "desc" : "asc";
+            } else {
+                this.sort.by = field;
+                this.sort.dir = "asc";
+            }
+        },
+        async onKeydown(e) {
+            if (e.target.tagName === "INPUT" || e.target.tagName === "TEXTAREA") {
+                return;
+            }
+            if (e.code == "Slash") {
+                e.preventDefault();
+                this.$refs.filterInput.focus();
+            }
+        },
+        get visibleResults() {
+            const isEmpty = !this.filter.query && this.filter.minSizeMB === 0;
+            let rows = isEmpty
+                ? this.results
+                : this.results.filter((item) => {
+                      const matchesQuery = item.file_name.toLowerCase().includes(this.filter.query.toLowerCase());
+                      const matchesMinSize = item.size_mb >= +this.filter.minSizeMB;
+                      return matchesQuery && matchesMinSize;
+                  });
+            if (this.sort.by) {
+                rows = [...rows].sort((a, b) => {
+                    const va = a[this.sort.by] ?? "";
+                    const vb = b[this.sort.by] ?? "";
+                    const cmp = String(va).localeCompare(String(vb), undefined, { numeric: true, sensitivity: "base" });
+                    return this.sort.dir === "asc" ? cmp : -cmp;
+                });
+            }
+            return rows;
+        },
+        columns: [
+            { key: "file_name", value: (it) => it.file_name, label: "File Name", sortable: true },
+            { key: "actors", value: () => "", label: "Actors" },
+            { key: "duration_human", value: (it) => it.duration_human, label: "Duration" },
+            { key: "size_mb", value: (it) => it.size_mb, label: "Size (MB)" },
+            { key: "resolution", value: (it) => it.resolution, label: "Resolution" },
+            { key: "file_path", value: (it) => it.file_path, label: "File Path" },
+            { key: "created_at", value: (it) => (it.created_at ? it.created_at.slice(0, 10) : ""), label: "Created At", sortable: true },
+        ],
+        actorToken(actor) {
+            const escaped = actor.replaceAll('"', '\\"');
+            if (escaped.includes(" ")) {
+                return `actor:"${escaped}"`;
+            }
+            return `actor:${escaped}`;
+        },
+        hasActorFilter(actor) {
+            const escaped = actor.replace(/[.*+?^${}()|[\]\\]/g, "\\$&").replaceAll('"', '\\"');
+            const pattern = new RegExp(`(^|\\s|\\|)actor:(?:"${escaped}"|${escaped})(?=\\s|\\||$)`, "i");
+            return pattern.test(this.form.query);
+        },
+        addActorFilter(actor, event) {
+            if (!actor) {
+                return;
+            }
+            const token = this.actorToken(actor);
+
+            if (event?.altKey) {
+                this.form.query = token;
+                this.search();
+                return;
+            }
+
+            if (this.hasActorFilter(actor)) {
+                return;
+            }
+
+            this.form.query = this.form.query ? `${this.form.query} ${token}` : token;
+            this.search();
+        },
+        async init() {
+            if (window.ENV?.query) {
+                this.form.query = window.ENV?.query ?? "";
+                await this.search();
+            }
+        },
+        get playlistLink() {
+            const playable = this.visibleResults.some((item) => item.file_path.startsWith("/mnt/box/files"));
+            if (!playable) {
+                return null;
+            }
+            let urls = this.visibleResults
+                .filter((item) => item.file_path.startsWith("/mnt/box/files"))
+                .map((item) => item.download_url)
+                .sort(() => Math.random() - 0.5);
+            const playlistArg = encodeURIComponent(urls.join("\n"));
+            return `alfred://runtrigger/dev.abdus.labs/mpv_playlist/?argument=${playlistArg}`;
+        },
+        async search() {
+            const response = await fetch("/search", {
+                method: "POST",
+                headers: { "Content-Type": "application/json" },
+                body: JSON.stringify(this.form),
+            });
+            if (!response.ok) {
+                const errorResponse = await response.text();
+                this.errorMessage = "Error: " + errorResponse;
+                return;
+            }
+            this.results = await response.json();
+            window.app.setTitle(`s·m·u·t - ${this.results.length} results for "${this.form.query}"`);
+        },
+    });
+</script>
diff --git a/snot/snot.py b/snot/snot.py
new file mode 100755
index 0000000..0ac2c85
--- /dev/null
+++ b/snot/snot.py
@@ -0,0 +1,785 @@
+#!/usr/bin/env -S uv run --script
+# /// script
+# dependencies = ["psycopg[binary]", "click", "httpx"]
+# ///
+
+import argparse
+import contextlib
+import dataclasses
+import datetime
+import hashlib
+import itertools
+import json
+import logging
+import os
+import re
+import shlex
+import shutil
+import socket
+import subprocess
+import threading
+import time
+import typing
+from functools import partial, wraps
+from os import getenv
+from pathlib import Path
+from typing import Any, Callable
+from urllib.parse import parse_qs
+from wsgiref.simple_server import WSGIRequestHandler, make_server
+
+import click
+import httpx
+import psycopg
+from psycopg import sql as pgsql
+
+logging.basicConfig(level=logging.INFO, format="%(asctime)s %(levelname)s: %(message)s")
+
+HandlerFunc = Callable[["Request"], "Response"]
+
+
+@dataclasses.dataclass
+class FfprobeResult:
+    duration_sec: float
+    duration_human: str
+    codec: str
+    fps: float
+    size_bytes: int
+    width: int
+    height: int
+    bitrate: int
+    container: str
+    ar: float
+    sample_ar: float
+    tags: dict[str, str]
+
+    @property
+    def resolution(self) -> str:
+        return f"{self.width}x{self.height}"
+
+
+def ffprobe(video_path: Path) -> FfprobeResult:
+    proc = subprocess.run(
+        args=[
+            "ffprobe",
+            "-v",
+            "error",
+            "-show_streams",
+            "-show_format",
+            "-print_format",
+            "json",
+            str(video_path),
+        ],
+        text=True,
+        stdout=subprocess.PIPE,
+        stderr=subprocess.PIPE,
+    )
+    try:
+        proc.check_returncode()
+    except subprocess.CalledProcessError as e:
+        logging.error(f"failed to run ffprobe. stderr={e.stderr}")
+        raise
+    output: dict = json.loads(proc.stdout)
+    video_stream: dict = [
+        s for s in output.get("streams", []) if s.get("codec_type") == "video"
+    ][0]
+    video_format: dict = output.get("format", {})
+    width, height = video_stream.get("width"), video_stream.get("height")
+    codec = video_stream.get("codec_name")
+    duration = float(video_format.get("duration", 0))
+    fps_long = eval(video_stream.get("r_frame_rate", "0"))
+    fps = float(f"{fps_long:.3f}") if fps_long else 0.0
+    size = int(video_format.get("size", 0))
+    duration_time = datetime.timedelta(seconds=int(duration))
+    bitrate = int(video_stream.get("bit_rate", video_format.get("bit_rate", 0)))
+    tags = video_format.get("tags", {})
+
+    try:
+        sample_w, sample_h = list(
+            map(int, video_stream["sample_aspect_ratio"].split(":"))
+        )
+        sample_ar = (sample_w / sample_h) or 1.0
+    except:
+        sample_ar = 1.0
+
+    return FfprobeResult(
+        duration_sec=duration,
+        duration_human=str(duration_time),
+        codec=codec,
+        fps=fps,
+        size_bytes=size,
+        width=width,
+        bitrate=bitrate,
+        height=height,
+        container=video_path.suffix.lstrip(".").lower(),
+        ar=width / height if height else 1.0,
+        sample_ar=sample_ar,
+        tags=tags,
+    )
+
+
+def hash_partial(f: Path) -> str:
+    sha1 = hashlib.sha1()
+    chunk_size = 1024 * 1024 * 10  # 10MB chunk size
+
+    total_read = 0
+    with f.open("rb") as file:
+        while chunk := file.read(chunk_size):
+            total_read += len(chunk)
+            sha1.update(chunk)
+            break  # Only reads the first 10MB
+
+    return f"sha1:{total_read}:{sha1.hexdigest()}"
+
+
+def chunked(iterable, n):
+    it = iter(iterable)
+    while True:
+        chunk = tuple(itertools.islice(it, n))
+        if not chunk:
+            return
+        yield chunk
+
+
+def retry(max_attempts: int = 3, delay: float = 1.0):
+    def decorator(func):
+        @wraps(func)
+        def wrapper(*args, **kwargs):
+            last_exception = None
+            for attempt in range(1, max_attempts + 1):
+                try:
+                    return func(*args, **kwargs)
+                except Exception as e:
+                    last_exception = e
+                    if attempt < max_attempts:
+                        logging.warning(
+                            f"Attempt {attempt} failed: {e}. Retrying in {delay}s..."
+                        )
+                        time.sleep(delay)
+                    else:
+                        logging.error(f"All {max_attempts} attempts failed.")
+            raise last_exception
+
+        return wrapper
+
+    return decorator
+
+
+def video_exists(con: psycopg.Connection, file_path: str) -> bool:
+    stmt = con.execute(
+        "UPDATE videos SET last_seen_at = NOW() WHERE file_path = %s RETURNING true AS exists",
+        [file_path],
+    )
+    row = stmt.fetchone()
+    if not row:
+        return False
+    return row["exists"]
+
+
+def save_video(
+    con: psycopg.Connection,
+    category: str,
+    file_path: str,
+    ffprobe_data: dict,
+    video_hash: str,
+):
+    sql = """
+      INSERT INTO videos(category, file_path, ffprobe, hash_partial)
+      VALUES (%s, %s, %s, %s)
+      ON CONFLICT(file_path) DO UPDATE SET
+        last_seen_at = NOW();"""
+    con.execute(
+        sql,
+        [
+            category,
+            file_path,
+            json.dumps(ffprobe_data),
+            video_hash,
+        ],
+    )
+
+
+def save_error(con: psycopg.Connection, file_path: str, stderr: str):
+    sql = """INSERT INTO scan_state(file_path, stderr) VALUES (%s, %s) ON conflict do nothing"""
+    con.execute(
+        sql,
+        [
+            file_path,
+            stderr,
+        ],
+    )
+
+
+def category_for_file(file_path: Path) -> str:
+    s = str(file_path)
+    if s.startswith("/Volumes/"):
+        return f"downloaded.{file_path.parts[1].lower()}"
+    if s.startswith("/mnt/box"):
+        return "box"
+    return "local"
+
+
+def scan_videos(con: psycopg.Connection, video_paths: list[Path]) -> None:
+    new_videos = []
+    for i, f in enumerate(video_paths):
+        if "/_picks/" in str(f):
+            continue
+        progress = f"[{i + 1}/{len(video_paths)}]"
+        if f.is_dir():
+            # Recursively find files in directory
+            scan_videos(con, list(f.glob("**/*")))
+            continue
+
+        if f.suffix.lower() not in [".mp4", ".mkv", ".avi", ".mov", ".wmv", ".webm"]:
+            continue
+
+        file_path = str(f.absolute())
+
+        if video_exists(con, file_path=file_path):
+            logging.debug(f"{progress} video already exists {f=}")
+            continue
+
+        logging.info(f"{progress} probing {f=}")
+        try:
+            probed = ffprobe(f)
+        except Exception as e:
+            logging.error(f"Failed to probe {f}: {e}")
+            save_error(con, file_path=file_path, stderr=str(e))
+            continue
+
+        file_hash = hash_partial(f)
+
+        save_video(
+            category=category_for_file(f),
+            con=con,
+            file_path=file_path,
+            ffprobe_data=probed.__dict__,
+            video_hash=file_hash,
+        )
+        logging.info(f"{progress} saved: {f.name}")
+        new_videos.append(file_path)
+        con.commit()
+
+    if new_videos:
+        parse_releases(con, new_videos)
+
+
+def parse_releases(con: psycopg.Connection, file_paths: list[str]) -> None:
+    api_key = os.getenv("OPENROUTER_API_KEY")
+    if not api_key:
+        logging.warning("OPENROUTER_API_KEY not set, skipping filename parsing")
+        return
+
+    # Chunk file_paths by 20 items to avoid prompt token limits
+    for i, chunk in enumerate(chunked(file_paths, 20), 1):
+        filenames = [Path(p).name for p in chunk]
+        logging.info(
+            f"Parsing filenames for {len(filenames)} videos (chunk {i}) via OpenRouter..."
+        )
+
+        try:
+            parsed_data = parse_filenames_with_ai(filenames, api_key)
+            for item in parsed_data:
+                actors = item.get("actors")
+                if not isinstance(actors, list) or len(actors) == 0:
+                    continue
+
+                fname = item.get("filename")
+                if not fname:
+                    continue
+
+                # Find the full path that matches this filename in the current chunk
+                full_path = next((p for p in chunk if Path(p).name == fname), None)
+                if not full_path:
+                    continue
+
+                # Update the release column
+                release_info = {k: v for k, v in item.items() if k != "filename"}
+                con.execute(
+                    "UPDATE videos SET release = %s WHERE file_path = %s",
+                    [json.dumps(release_info), full_path],
+                )
+            con.commit()
+            logging.info(f"Successfully updated release info for chunk {i}")
+        except Exception as e:
+            logging.error(
+                f"Failed to parse filenames or update database for chunk {i}: {e}"
+            )
+
+
+@retry(max_attempts=3, delay=0.1)
+def parse_filenames_with_ai(filenames: list[str], api_key: str) -> list[dict]:
+    system_prompt = """you are an expert in parsing file names.
+
+your task is to parse the actors, studio and date, title out of filenames give me a JSON array with these fields [{filename, studio, released_at, title, actors: [...]}}]. Omit the missing / empty fields.
+
+Actor names are usually 2 words (name and last name) but sometimes they only contain a single word. Ignore male names.
+Title is the remaining part after studio, date, actors; and don't usually contain the actor names. Ignore the quality and category indicators.
+
+output only valid JSON without any wrappers or quotes.
+
+for example:
+InTheCrack.E1890.Casey.Norhman.Provence.XXX.1080p.HEVC.x265.PRT.mp4 -> studio=InTheCrack, actors=["Casey Norhman"], title=E1890
+BlackedRaw.26.05.16.Agatha.Vega.And.Ella.Hughes.Knockout.Babes.Fuck.Two.Cops.On.Duty.XXX.1080p.HEVC.x265.PRT.torrent -> {studio=BlackedRaw, actors=["Agatha Vega", "Ella Hughes"], title="Knockout Babes Fuck Two Cops On Duty", released_at=2026-05-16}
+StepSiblingsCaught.26.05.14.Nata.Gold.XXX.720p.HEVC.x265.PRT.mp4	-> studio=StepSiblingsCaught, released_at=2026-05-14, actors=["Nata Gold"]
+HookupHotshot.26.02.06.Episode.453.Shrooms.Q.XXX.720p.HEVC.x265.PRT.mp4 -> studio=HookupHotshot, released_at=2026-02-06, actors=["Shrooms Q"], title="Episode 453"
+"""
+
+    user_prompt = "\n".join(filenames)
+
+    response = httpx.post(
+        "https://openrouter.ai/api/v1/chat/completions",
+        headers={
+            "Authorization": f"Bearer {api_key}",
+        },
+        json={
+            "model": "mistralai/ministral-3b-2512",
+            "prompt_cache_key": "file_parsing",
+            "messages": [
+                {"role": "system", "content": system_prompt},
+                {"role": "user", "content": user_prompt},
+            ],
+            "temperature": 0,
+        },
+        timeout=20,
+    )
+    response.raise_for_status()
+    result = response.json()
+    content = result["choices"][0]["message"]["content"].strip()
+
+    # Remove potential markdown code blocks
+    if content.startswith("```"):
+        content = re.sub(r"^```(?:json)?\s*|\s*```$", "", content, flags=re.MULTILINE)
+
+    parsed_data = json.loads(content)
+    if not isinstance(parsed_data, list):
+        parsed_data = [parsed_data]
+
+    # Clean output: omit empty strings and empty arrays
+    cleaned_data = []
+    for entry in parsed_data:
+        cleaned_entry = {
+            k: v
+            for k, v in entry.items()
+            if v != "" and not (isinstance(v, list) and not v)
+        }
+        actors = cleaned_entry.get("actors", [])
+        if isinstance(actors, list) and len(actors) > 0:
+            actors = [a for a in actors if a and "@" not in a]
+            cleaned_entry["actors"] = actors
+            cleaned_data.append(cleaned_entry)
+
+    return cleaned_data
+
+
+@dataclasses.dataclass
+@dataclasses.dataclass
+class Request:
+    path: str
+    method: str
+    payload: dict[str, Any]
+    query: dict[str, str]
+    environ: dict[str, Any]
+
+    @classmethod
+    def from_environ(cls, environ: dict) -> "Request":
+        method = environ["REQUEST_METHOD"].upper()
+
+        query = parse_qs(environ.get("QUERY_STRING", ""), keep_blank_values=True)
+
+        payload = {}
+        content_type = environ.get("CONTENT_TYPE", "")
+        if method == "POST" and "application/json" in content_type:
+            try:
+                length = int(environ.get("CONTENT_LENGTH", 0))
+                if length > 0:
+                    payload = json.loads(environ["wsgi.input"].read(length))
+            except (ValueError, json.JSONDecodeError):
+                pass
+
+        return cls(
+            path=environ["PATH_INFO"],
+            method=method,
+            payload=payload,
+            query={k: v[0] for k, v in query.items()},
+            environ=environ,
+        )
+
+
+@dataclasses.dataclass
+class Response:
+    status: str
+    headers: list[tuple[str, str]]
+    body: Any
+
+    @classmethod
+    def error(cls, message: str) -> "Response":
+        return cls(
+            status="400 Bad Request",
+            headers=[("Content-Type", "application/json")],
+            body=json.dumps({"error": message}) + "\n",
+        )
+
+    @classmethod
+    def from_html(cls, html: str) -> "Response":
+        return cls(
+            status="200 OK",
+            headers=[("Content-Type", "text/html; charset=utf-8")],
+            body=html,
+        )
+
+    @classmethod
+    def from_json(cls, data: Any) -> "Response":
+        def _default(obj):
+            if isinstance(obj, (datetime.date, datetime.datetime)):
+                return obj.isoformat()
+            raise TypeError(f"Object of type {type(obj)} is not JSON serializable")
+
+        return cls(
+            status="200 OK",
+            headers=[("Content-Type", "application/json")],
+            body=json.dumps(data, default=_default) + "\n",
+        )
+
+    @classmethod
+    def from_exception(cls, e: Exception) -> "Response":
+        return cls(
+            status="500 Internal Server Error",
+            headers=[("Content-Type", "application/json")],
+            body=json.dumps({"error": str(e)}) + "\n",
+        )
+
+
+class TinyAPI:
+    def __init__(self, handlers: dict[str, HandlerFunc]):
+        self.routes = self._prepare_routes(handlers)
+
+    def _prepare_routes(self, handlers: dict[str, HandlerFunc]):
+        routes = []
+        for k, h in handlers.items():
+            parts = k.split(maxsplit=1)
+            method = parts[0].upper()
+            path = parts[1].rstrip("/") or "/"
+            try:
+                routes.append((method, re.compile(f"^{path}$"), h))
+            except re.error as e:
+                raise ValueError(f"Invalid regex pattern '{path}': {e}")
+        return routes
+
+    @staticmethod
+    def find_free_port() -> int:
+        with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s:
+            s.bind(("", 0))
+            return s.getsockname()[1]
+
+    def __call__(self, environ: dict, start_response: Callable):
+        req = Request.from_environ(environ)
+        path = req.path.rstrip("/") or "/"
+
+        handler = None
+        for method, pattern, h in self.routes:
+            if req.method == method and pattern.match(path):
+                handler = h
+                break
+
+        if not handler:
+            res = Response.from_json({"error": "Not Found"})
+            res.status = "404 Not Found"
+        else:
+            try:
+                res = handler(req)
+            except Exception as e:
+                logging.exception("Handler crash")
+                res = Response.from_exception(e)
+
+        body = res.body if isinstance(res.body, bytes) else res.body.encode("utf-8")
+        headers = res.headers + [("Content-Length", str(len(body)))]
+        start_response(res.status, headers)
+        return [body]
+
+    @contextlib.contextmanager
+    def serve(self, host: str = "localhost", port: int = 0):
+        if port == 0:
+            port = self.find_free_port()
+
+        class LoggedRequestHandler(WSGIRequestHandler):
+            def log_message(self, format: str, *args: Any) -> None:
+                # args usually contains (request_line, status_code, size)
+                # We redirect to our configured logger instead of sys.stderr
+                logging.info("%s - %s", self.address_string(), format % args)
+
+        server = make_server(host, port, self, handler_class=LoggedRequestHandler)
+        url = f"http://{host}:{port}"
+
+        thread = threading.Thread(target=server.serve_forever, daemon=True)
+        thread.start()
+
+        logging.info(f"Serving on {url}")
+        try:
+            yield url
+        finally:
+            logging.info("Shutting down server...")
+            server.shutdown()
+            server.server_close()
+            thread.join(timeout=5)
+
+
+@contextlib.contextmanager
+def connect_db() -> typing.Generator[psycopg.Connection, typing.Any, typing.Any]:
+    with psycopg.connect(
+        "postgres://abdus:abdus@db.abdus.dev:5444/snot?sslmode=disable"
+    ) as conn:
+        conn.row_factory = psycopg.rows.dict_row
+        yield conn
+
+
+def handle_search(req: Request, conn: psycopg.Connection) -> Response:
+    query: str = req.payload.get("query", "")
+    if not query:
+        return Response.error("Query is empty")
+
+    where_sql, where_params = filter_to_where(query)
+
+    query_stmt = pgsql.SQL(
+        """
+        with q as (select
+            id,
+            filename_from_path(file_path) as file_name,
+            file_path,
+            actors,
+            size_bytes / 1048576 as size_mb,
+            (ffprobe->>'width') || 'x' || (ffprobe->>'height') as resolution,
+            duration_human,
+            created_at
+        from videos)
+        select * from q
+        where {filter}
+        order by created_at desc
+    """
+    ).format(filter=pgsql.SQL(where_sql))
+    with conn.cursor() as cursor:
+        rows = cursor.execute(query_stmt, where_params).fetchall()
+    return Response.from_json(
+        [
+            {
+                **row,
+                "download_url": "https://u201686:T6672ICVoWAedECH@u201686.your-storagebox.de/files"
+                + row["file_path"].replace("/mnt/box/files", ""),
+            }
+            for row in rows
+        ]
+    )
+
+
+def tokenize_filter_groups(filter_query: str) -> list[list[str]]:
+    lexer = shlex.shlex(filter_query, posix=True, punctuation_chars="|")
+    lexer.commenters = ""
+    lexer.whitespace_split = True
+    tokens = list(lexer)
+
+    groups: list[list[str]] = [[]]
+    for token in tokens:
+        if token == "|":
+            if groups[-1]:
+                groups.append([])
+            continue
+        groups[-1].append(token)
+
+    return [group for group in groups if group]
+
+
+def token_to_condition(token: str) -> tuple[str | None, list[typing.Any]]:
+    if ":" in token:
+        key, value = token.split(":", 1)
+        key = key.strip().lower()
+        value = value.strip()
+        if not value:
+            return None, []
+
+        if key == "file_name":
+            return "file_name ILIKE %s", [f"%{value}%"]
+
+        if key == "size_mb":
+            match = re.match(
+                r"^(>=|<=|>|<|=)?\s*(\d+(?:\.\d+)?)$", value, re.IGNORECASE
+            )
+            if not match:
+                return None, []
+            op = match.group(1) or "="
+            num = float(match.group(2))
+            return f"size_mb {op} %s", [num]
+
+        if key == "actor":
+            return "actors @> %s::text[]", [[value]]
+
+        return None, []
+
+    return "file_name ILIKE %s", [f"%{token}%"]
+
+
+def filter_to_where(filter_query: str) -> tuple[str, list[typing.Any]]:
+    groups = tokenize_filter_groups(filter_query=filter_query)
+    if not groups:
+        return "TRUE", []
+
+    or_clauses: list[str] = []
+    params: list[typing.Any] = []
+
+    for group in groups:
+        and_clauses: list[str] = []
+        for token in group:
+            clause, clause_params = token_to_condition(token=token)
+            if not clause:
+                continue
+            and_clauses.append(clause)
+            params.extend(clause_params)
+        if and_clauses:
+            or_clauses.append("(" + " AND ".join(and_clauses) + ")")
+
+    if not or_clauses:
+        return "TRUE", []
+
+    return " OR ".join(or_clauses), params
+
+
+def handle_home(req: Request, query: str = "") -> Response:
+    template_file = Path(__file__).parent / "snot.html"
+    html = template_file.read_text()
+    if query:
+        injected_json = json.dumps({"query": query})
+        html = f"<script>window.ENV = {injected_json}</script>\n" + html
+    return Response.from_html(html)
+
+
+def handle_assets(req: Request, base_path: Path) -> Response:
+    asset_path = base_path / req.path.lstrip("/")
+    if not asset_path.exists() or not asset_path.is_file():
+        return Response(
+            status="404 Not Found",
+            headers=[("Content-Type", "text/plain")],
+            body="Asset not found\n",
+        )
+
+    content_type = "text/plain"
+    if asset_path.suffix == ".js":
+        content_type = "application/javascript"
+    elif asset_path.suffix == ".css":
+        content_type = "text/css"
+    elif asset_path.suffix in [".html", ".htm"]:
+        content_type = "text/html"
+    elif asset_path.suffix == ".json":
+        content_type = "application/json"
+
+    return Response(
+        status="200 OK",
+        headers=[("Content-Type", content_type)],
+        body=asset_path.read_text(),
+    )
+
+
+@contextlib.contextmanager
+def run_htmlpopup(address: str):
+    exe_path = shutil.which("htmlpopup")
+    if not exe_path:
+        raise RuntimeError(
+            "htmlpopup executable not found in PATH. Please install it to use the HTML popup feature."
+        )
+    proc = subprocess.Popen(
+        [exe_path, "--title", "s·m·u·t", address], text=True, stdout=subprocess.PIPE
+    )
+    try:
+        yield
+        proc.wait()
+    finally:
+        proc.terminate()
+
+
+@click.group(invoke_without_command=True)
+@click.pass_context
+def cli(ctx: click.Context):
+    """Snot - Video Browser and Scanner"""
+    if ctx.invoked_subcommand is None:
+        ctx.invoke(serve)
+
+
+@cli.command()
+@click.option(
+    "--port",
+    type=int,
+    default=int(getenv("PORT", "0")),
+    help="Port to run the server on",
+)
+@click.option("--query", type=str, default="", help="Initial query string")
+def serve(port: int, query: str):
+    """Start the web UI"""
+    with connect_db() as conn:
+        handlers = {
+            "POST /search": partial(handle_search, conn=conn),
+            "GET /": partial(handle_home, query=query),
+            "GET /.*": partial(handle_assets, base_path=Path(__file__).parent),
+        }
+        api = TinyAPI(handlers=handlers)
+
+        with api.serve(port=port) as server_url:
+            logging.info(f"Server running at {server_url}")
+            logging.info("Available endpoints:")
+            for path in handlers.keys():
+                logging.info(f"  {path}")
+            with run_htmlpopup(server_url):
+                logging.info("HTML popup started. Press Ctrl+C to stop.")
+
+
+@cli.command()
+@click.argument("paths", nargs=-1, type=Path)
+def scan(paths: list[Path]):
+    """Scan video files and update the database"""
+    if not paths:
+        click.echo("No paths provided to scan.")
+        return
+
+    with connect_db() as con:
+        scan_videos(con=con, video_paths=list(paths))
+
+
+@cli.command("mark-deletion")
+@click.argument("paths", nargs=-1, type=Path)
+def mark_deletion(paths: list[Path]):
+    """Mark video files for deletion by setting marked_for_deletion_at"""
+    if not paths:
+        click.echo("No paths provided.")
+        return
+
+    with connect_db() as con:
+        for path in paths:
+            file_name = path.name
+            rows = con.execute(
+                "UPDATE videos SET marked_for_deletion_at = NOW() WHERE file_name = %s RETURNING file_path",
+                [file_name],
+            ).fetchall()
+            if rows:
+                for row in rows:
+                    click.echo(f"Marked for deletion: {row['file_path']}")
+            else:
+                click.echo(f"Not found in database: {file_name}", err=True)
+                continue
+
+            if not click.get_text_stream("stdin").isatty():
+                continue
+
+            stem = path.stem
+            siblings = con.execute(
+                "SELECT file_path, file_name FROM videos WHERE file_name != %s AND file_name LIKE %s AND marked_for_deletion_at IS NULL",
+                [file_name, f"{stem}.%"],
+            ).fetchall()
+            for sibling in siblings:
+                if click.confirm(f"  Also mark {sibling['file_name']}?", default=False):
+                    con.execute(
+                        "UPDATE videos SET marked_for_deletion_at = NOW() WHERE file_path = %s",
+                        [sibling["file_path"]],
+                    )
+                    click.echo(f"  Marked for deletion: {sibling['file_path']}")
+
+        con.commit()
+
+
+if __name__ == "__main__":
+    cli()