diff --git a/README.md b/README.md
index 3d43867..84457cc 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,87 @@
-# letterboxd-rating-sorter
+# Letterboxd Pairwise Ranker
 
+Turns a Letterboxd `ratings.csv` export into a ranked order by asking you to pick between
+two films at a time, then converts that order back into 0.5-5 star ratings.
+
+## Normal use
+
+Double-click **Rank films.cmd**.
+
+The page opens in your browser. Drop your `ratings.csv` on it and start picking. Box art is
+fetched for you in the background and cached in `posters.json`, so later runs are instant.
+Closing the console window stops the server.
+
+Rankings you have started are listed under the drop zone as **Continue where you left off**,
+with their film count, progress and when you last answered something. Continuing needs no
+csv: the session stores each film's original row, so it can also export a correct file on its
+own. `Delete` forgets one. Note that a saved session holds the film list from the export you
+dropped at the time - to include films watched since, drop a fresh csv and start a new one.
+
+Needs `python` on your PATH; the launcher says so if it is missing. Same thing from a
+terminal, if you prefer:
+
+```
+python serve.py
+```
+
+## Without the server
+
+`ranker.html` also opens straight from disk by double-click. It cannot fetch box art on its
+own, because a browser blocks a `file://` page from calling letterboxd.com. Resolve the
+posters first, then drop both files on the page:
+
+```
+python fetch_posters.py path/to/ratings.csv
+```
+
+`--retry-failed` retries the URIs that came back empty last time.
+
+## Ranking
+
+Bottom-up merge sort, so the number of questions stays near the minimum: about 25 for 10
+films, 90 for 25, 1,310 for 200. No ties, every pair has a winner.
+
+Each round merges pairs of groups, and the groups take turns, so consecutive questions
+normally show two films you have not just seen. The exception is the last couple of rounds,
+where only one or two groups are left and a film has to be held against several opponents in
+a row to find its place.
+
+- Click a poster, or press `1` / `2`, or the arrow keys.
+- `U` or Backspace undoes.
+- The panel on the right shows everything established so far: each ordered group, best at the
+  top, with a dashed break wherever the order across it is still unknown. The two films on
+  screen are highlighted in place. Films you have not been asked about yet are left out, so it
+  starts at just the current pair and fills in as you go. `Hide list` collapses it, and it
+  stays collapsed.
+- Progress is saved after every answer, keyed to the film set. Close the tab and the page
+  offers to resume where you left off. A different export starts its own session.
+
+Dark by default. The button in the top right switches to light and remembers the choice. The
+system theme is ignored on purpose.
+
+Progress lives in browser storage for `127.0.0.1:8791`, so it is tied to that browser and
+that port. Clearing site data for it, or running on a different port with `--port`, means no
+resume. If 8791 is ever busy the server moves up and says so.
+
+## Stars and export
+
+When the order is complete, the result screen splits it into the ten half-star bands. Set how
+many films land in each band with the `+` / `-` buttons or by typing a count, or use a preset:
+
+- **Match old ratings** keeps the shape of your existing ratings, so only which film sits
+  where changes. This is the default when the export has a `Rating` column.
+- **Even split** and **Top heavy** are starting points to adjust from.
+
+**Download rated CSV** writes your export back out unchanged - same header, same columns,
+`Date` included - in ranking order, with `Rating` replaced by the new star value.
+
+## Files
+
+| File | What it is |
+| --- | --- |
+| `Rank films.cmd` | Double-click launcher. Runs `python serve.py`. |
+| `ranker.html` | The whole app. No dependencies, no build step. |
+| `serve.py` | Serves the page and resolves posters on its behalf. |
+| `fetch_posters.py` | Standalone poster resolver, also the module `serve.py` uses. |
+| `posters.json` | Poster URL cache. Safe to delete, it rebuilds. |
+| `sample.csv` | Eight rows for a quick smoke test. |
diff --git a/Rank films.cmd b/Rank films.cmd
new file mode 100644
index 0000000..1845b20
--- /dev/null
+++ b/Rank films.cmd	
@@ -0,0 +1,21 @@
+@echo off
+rem Double-click to start the ranker.
+setlocal
+cd /d "%~dp0"
+
+where python >nul 2>&1
+if errorlevel 1 goto nopython
+
+echo Starting the ranker. Close this window to stop it.
+echo.
+python serve.py %*
+if errorlevel 1 pause
+exit /b 0
+
+:nopython
+echo Could not find python on your PATH.
+echo.
+echo Install Python 3, or make sure "python" works from a terminal, then run this again.
+echo.
+pause
+exit /b 1
diff --git a/__pycache__/fetch_posters.cpython-314.pyc b/__pycache__/fetch_posters.cpython-314.pyc
new file mode 100644
index 0000000..899f6c2
Binary files /dev/null and b/__pycache__/fetch_posters.cpython-314.pyc differ
diff --git a/__pycache__/fetch_posters.cpython-39.pyc b/__pycache__/fetch_posters.cpython-39.pyc
new file mode 100644
index 0000000..326c016
Binary files /dev/null and b/__pycache__/fetch_posters.cpython-39.pyc differ
diff --git a/fetch_posters.py b/fetch_posters.py
new file mode 100644
index 0000000..c88640c
--- /dev/null
+++ b/fetch_posters.py
@@ -0,0 +1,160 @@
+#!/usr/bin/env python3
+"""Resolve Letterboxd poster image URLs for every film in a ratings.csv export.
+
+Usage:
+    python fetch_posters.py ratings.csv [-o posters.json]
+
+Writes a {"https://boxd.it/xxxx": "https://a.ltrbxd.com/..."} map. The output file
+doubles as the cache: re-running after a new export only fetches the new rows.
+"""
+
+import argparse
+import csv
+import json
+import os
+import re
+import sys
+import threading
+import time
+import urllib.error
+import urllib.request
+from concurrent.futures import ThreadPoolExecutor
+
+POSTER_RE = re.compile(r'https://a\.ltrbxd\.com/resized/film-poster/[^"\'\ <>]+')
+
+# Some films serve their poster from /resized/sm/upload/ instead. Those pages also carry
+# landscape stills, so match the poster crop shape and keep only the 2:3 images.
+FALLBACK_RE = re.compile(r'https://a\.ltrbxd\.com/resized/[^"\'\ <>]*?-0-(\d+)-0-(\d+)-crop\.jpg(?:\?v=[0-9a-z]+)?')
+
+# Letterboxd rejects the default Python-urllib agent with a 403.
+USER_AGENT = (
+    "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 "
+    "(KHTML, like Gecko) Chrome/126.0 Safari/537.36"
+)
+
+URI_COLUMN = "Letterboxd URI"
+WORKERS = 4
+REQUEST_DELAY = 0.15
+TIMEOUT = 20
+SAVE_EVERY = 20
+
+print_lock = threading.Lock()
+cache_lock = threading.Lock()
+
+
+def read_uris(csv_path):
+    with open(csv_path, "r", encoding="utf-8-sig", newline="") as handle:
+        reader = csv.DictReader(handle)
+        if reader.fieldnames is None or URI_COLUMN not in reader.fieldnames:
+            sys.exit(
+                "'%s' has no '%s' column. Columns found: %s"
+                % (csv_path, URI_COLUMN, reader.fieldnames)
+            )
+        seen, uris = set(), []
+        for row in reader:
+            uri = (row.get(URI_COLUMN) or "").strip()
+            if uri and uri not in seen:
+                seen.add(uri)
+                uris.append(uri)
+    return uris
+
+
+def load_cache(path):
+    if not os.path.exists(path):
+        return {}
+    try:
+        with open(path, "r", encoding="utf-8") as handle:
+            data = json.load(handle)
+        return data if isinstance(data, dict) else {}
+    except (OSError, ValueError) as error:
+        print("Could not read cache %s (%s), starting fresh." % (path, error))
+        return {}
+
+
+def save_cache(path, cache):
+    tmp = path + ".tmp"
+    with open(tmp, "w", encoding="utf-8") as handle:
+        json.dump(cache, handle, indent=1, sort_keys=True, ensure_ascii=False)
+    os.replace(tmp, path)
+
+
+def find_poster(body):
+    match = POSTER_RE.search(body)
+    if match:
+        return match.group(0)
+    for match in FALLBACK_RE.finditer(body):
+        width, height = int(match.group(1)), int(match.group(2))
+        if width > 0 and abs(float(height) / width - 1.5) < 0.2:
+            return match.group(0)
+    return None
+
+
+def fetch_poster(uri):
+    request = urllib.request.Request(uri, headers={"User-Agent": USER_AGENT})
+    for attempt in range(2):
+        try:
+            with urllib.request.urlopen(request, timeout=TIMEOUT) as response:
+                body = response.read().decode("utf-8", "replace")
+            return find_poster(body)
+        except (urllib.error.URLError, OSError) as error:
+            if attempt == 1:
+                with print_lock:
+                    print("  failed %s: %s" % (uri, error))
+                return None
+            time.sleep(1.0)
+    return None
+
+
+def main():
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("csv_path", help="Letterboxd ratings.csv export")
+    parser.add_argument("-o", "--output", default=None, help="output json (default: posters.json next to the csv)")
+    parser.add_argument("--retry-failed", action="store_true", help="also retry URIs that previously had no poster")
+    args = parser.parse_args()
+
+    output = args.output or os.path.join(os.path.dirname(os.path.abspath(args.csv_path)), "posters.json")
+
+    uris = read_uris(args.csv_path)
+    cache = load_cache(output)
+    if args.retry_failed:
+        cache = {key: value for key, value in cache.items() if value}
+
+    pending = [uri for uri in uris if uri not in cache]
+    print("%d films, %d already cached, %d to fetch." % (len(uris), len(uris) - len(pending), len(pending)))
+    if not pending:
+        print("Nothing to do. %s is up to date." % output)
+        return
+
+    done = [0]
+
+    def worker(uri):
+        time.sleep(REQUEST_DELAY)
+        poster = fetch_poster(uri)
+        with cache_lock:
+            cache[uri] = poster
+            done[0] += 1
+            count = done[0]
+            if count % SAVE_EVERY == 0:
+                save_cache(output, cache)
+        with print_lock:
+            print("  %d/%d" % (count, len(pending)), end="\r", flush=True)
+
+    try:
+        with ThreadPoolExecutor(max_workers=WORKERS) as pool:
+            list(pool.map(worker, pending))
+    except KeyboardInterrupt:
+        print("\nInterrupted, saving what we have.")
+    finally:
+        with cache_lock:
+            save_cache(output, cache)
+
+    found = sum(1 for uri in uris if cache.get(uri))
+    missing = [uri for uri in uris if not cache.get(uri)]
+    print("\nWrote %s: %d of %d films have a poster." % (output, found, len(uris)))
+    if missing:
+        print("%d without a poster (they show as text cards): %s" % (len(missing), ", ".join(missing[:5])))
+        print("Re-run with --retry-failed to try them again.")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/posters.json b/posters.json
new file mode 100644
index 0000000..3ae2549
--- /dev/null
+++ b/posters.json
@@ -0,0 +1,507 @@
+{
+ "https://boxd.it/103U": "https://a.ltrbxd.com/resized/sm/upload/tq/ip/el/3z/l9hrvXyGq19f6jPRZhSVRibTMwW-0-600-0-900-crop.jpg?v=91141e41b0",
+ "https://boxd.it/15HA": "https://a.ltrbxd.com/resized/film-poster/2/6/0/2/5/26025-the-karate-kid-0-600-0-900-crop.jpg?v=e1397c637d",
+ "https://boxd.it/15gO": "https://a.ltrbxd.com/resized/film-poster/2/5/8/5/9/25859-tangled-2010-0-600-0-900-crop.jpg?v=1c22f51536",
+ "https://boxd.it/17Fc": "https://a.ltrbxd.com/resized/sm/upload/5j/ag/wy/k3/bwCC7klDpDcVtEXDK74vDzXLyeF-0-600-0-900-crop.jpg?v=3241094b0a",
+ "https://boxd.it/17ue": "https://a.ltrbxd.com/resized/sm/upload/nw/cm/pa/ai/sGQv3ZMZBDBnl3z42Q0mEQ5uiDe-0-600-0-900-crop.jpg?v=54ee59f7cd",
+ "https://boxd.it/18U8": "https://a.ltrbxd.com/resized/sm/upload/xx/io/jp/45/the-truman-show-0-600-0-900-crop.jpg?v=704ba393f7",
+ "https://boxd.it/18YO": "https://a.ltrbxd.com/resized/sm/upload/8n/sc/7d/pp/y6k0qn4tcDfbnrjJ2BUnoZYmMBk-0-600-0-900-crop.jpg?v=9f2175055b",
+ "https://boxd.it/1Aq6": "https://a.ltrbxd.com/resized/sm/upload/vs/75/02/fx/2B5zjs5E3xerqAyowpw3QcOCyLq-0-600-0-900-crop.jpg?v=3aef2095df",
+ "https://boxd.it/1Dlo": "https://a.ltrbxd.com/resized/film-poster/3/8/9/5/7/38957-tron-legacy-0-600-0-900-crop.jpg?v=9452aea970",
+ "https://boxd.it/1Efm": "https://a.ltrbxd.com/resized/sm/upload/1p/mh/li/l2/b7nR3eKeTOwHPKmDLUWunIGasKo-0-600-0-900-crop.jpg?v=0bb5ec98ec",
+ "https://boxd.it/1En6": "https://a.ltrbxd.com/resized/film-poster/3/9/3/5/2/39352-zombieland-0-600-0-900-crop.jpg?v=f8bb88fc79",
+ "https://boxd.it/1GRM": "https://a.ltrbxd.com/resized/film-poster/4/0/3/1/1/40311-neon-genesis-evangelion-the-end-of-evangelion-0-600-0-900-crop.jpg?v=3f8b0ad85b",
+ "https://boxd.it/1GjK": "https://a.ltrbxd.com/resized/film-poster/4/0/1/0/0/40100-the-hangover-0-600-0-900-crop.jpg?v=6464871bf5",
+ "https://boxd.it/1Hj2": "https://a.ltrbxd.com/resized/film-poster/4/0/4/8/0/40480-the-twilight-saga-new-moon-0-600-0-900-crop.jpg?v=ba5ab4ba1e",
+ "https://boxd.it/1JzG": "https://a.ltrbxd.com/resized/film-poster/4/1/3/5/2/41352-inglourious-basterds-0-600-0-900-crop.jpg?v=0c74c673e0",
+ "https://boxd.it/1MHy": "https://a.ltrbxd.com/resized/film-poster/4/2/5/5/4/42554-the-pink-panther-2-0-600-0-900-crop.jpg?v=10910ab441",
+ "https://boxd.it/1OEc": "https://a.ltrbxd.com/resized/film-poster/4/3/3/0/2/43302-up-0-600-0-900-crop.jpg?v=eac6a19a4c",
+ "https://boxd.it/1PcS": "https://a.ltrbxd.com/resized/sm/upload/5k/6p/zw/vr/jqPaoeBu3hEphyyR0anAkMAxflb-0-600-0-900-crop.jpg?v=6b7b0886fc",
+ "https://boxd.it/1RUM": "https://a.ltrbxd.com/resized/film-poster/4/4/5/5/8/44558-grave-of-the-fireflies-0-600-0-900-crop.jpg?v=0c61fd55f0",
+ "https://boxd.it/1RYk": "https://a.ltrbxd.com/resized/film-poster/4/4/5/8/0/44580-harry-potter-and-the-deathly-hallows-part-2-0-600-0-900-crop.jpg?v=66f3769773",
+ "https://boxd.it/1RYu": "https://a.ltrbxd.com/resized/sm/upload/u8/tj/88/3v/harry-potter-and-the-deathly-hallows-part-i-original-0-600-0-900-crop.jpg?v=a31050208d",
+ "https://boxd.it/1SDW": "https://a.ltrbxd.com/resized/film-poster/4/4/8/3/8/44838-hercules-1997-0-600-0-900-crop.jpg?v=bd92a50ce8",
+ "https://boxd.it/1SYq": "https://a.ltrbxd.com/resized/sm/upload/9o/zo/eb/3q/9NsjFw5NEBppIb7KUDQa4010jKT-0-600-0-900-crop.jpg?v=3a47734a51",
+ "https://boxd.it/1Spq": "https://a.ltrbxd.com/resized/sm/upload/qp/te/tw/3j/alice-in-wonderland-original-0-600-0-900-crop.jpg?v=aeea07bfc9",
+ "https://boxd.it/1Sys": "https://a.ltrbxd.com/resized/film-poster/4/4/8/0/4/44804-the-pink-panther-0-600-0-900-crop.jpg?v=11dba2f9fe",
+ "https://boxd.it/1Sz6": "https://a.ltrbxd.com/resized/sm/upload/p5/63/wj/c3/AdwfqyNiH8UqeYKFYoiKhwTtjAb-0-600-0-900-crop.jpg?v=f9c56785d4",
+ "https://boxd.it/1TAY": "https://a.ltrbxd.com/resized/film-poster/4/5/2/0/4/45204-lilo-stitch-0-600-0-900-crop.jpg?v=7a1b4fda6f",
+ "https://boxd.it/1TP0": "https://a.ltrbxd.com/resized/film-poster/4/5/2/9/1/45291-herbie-fully-loaded-0-600-0-900-crop.jpg?v=5afd3c32f9",
+ "https://boxd.it/1U82": "https://a.ltrbxd.com/resized/film-poster/4/5/4/0/9/45409-shutter-island-0-600-0-900-crop.jpg?v=85dd4c38e3",
+ "https://boxd.it/1Uja": "https://a.ltrbxd.com/resized/film-poster/4/5/4/7/8/45478-the-next-karate-kid-0-600-0-900-crop.jpg?v=329c2e54b2",
+ "https://boxd.it/1VEo": "https://a.ltrbxd.com/resized/film-poster/4/5/9/9/4/45994-walle-0-600-0-900-crop.jpg?v=ad27f0ceac",
+ "https://boxd.it/1VWi": "https://a.ltrbxd.com/resized/film-poster/4/6/1/0/5/46105-dinosaur-0-600-0-900-crop.jpg?v=2f0b9f7724",
+ "https://boxd.it/1VZQ": "https://a.ltrbxd.com/resized/film-poster/4/6/1/2/7/46127-the-hunchback-of-notre-dame-1996-0-600-0-900-crop.jpg?v=4fe22965c7",
+ "https://boxd.it/1VaS": "https://a.ltrbxd.com/resized/film-poster/4/5/8/1/1/45811-muppet-treasure-island-0-600-0-900-crop.jpg?v=8f29f3d3b7",
+ "https://boxd.it/1W2K": "https://a.ltrbxd.com/resized/film-poster/4/6/1/4/5/46145-madagascar-escape-2-africa-0-600-0-900-crop.jpg?v=92f4a1b4a1",
+ "https://boxd.it/1WQU": "https://a.ltrbxd.com/resized/film-poster/4/6/4/5/6/46456-thor-0-600-0-900-crop.jpg?v=36c210ad0d",
+ "https://boxd.it/1WRe": "https://a.ltrbxd.com/resized/film-poster/4/6/4/5/8/46458-toy-story-3-0-600-0-900-crop.jpg?v=d46903002c",
+ "https://boxd.it/1WRo": "https://a.ltrbxd.com/resized/sm/upload/el/uo/sb/5o/enqVwbUu6OX5LHq0fuk7sLT35zy-0-600-0-900-crop.jpg?v=57ff4362eb",
+ "https://boxd.it/1WRy": "https://a.ltrbxd.com/resized/sm/upload/0r/r7/c6/7e/hIXX3IRFy0InUOmYeWjvhCAgQNj-0-600-0-900-crop.jpg?v=d158027eb4",
+ "https://boxd.it/1WZM": "https://a.ltrbxd.com/resized/film-poster/4/6/5/1/1/46511-iron-man-2-0-600-0-900-crop.jpg?v=67e856ad63",
+ "https://boxd.it/1WZW": "https://a.ltrbxd.com/resized/sm/upload/pf/u6/6h/66/stuart-little-0-600-0-900-crop.jpg?v=34770c5b1f",
+ "https://boxd.it/1Wow": "https://a.ltrbxd.com/resized/film-poster/4/6/2/8/0/46280-the-iron-giant-0-600-0-900-crop.jpg?v=4684e40750",
+ "https://boxd.it/1WyQ": "https://a.ltrbxd.com/resized/film-poster/4/6/3/4/4/46344-fantastic-mr-fox-0-600-0-900-crop.jpg?v=3a2a858065",
+ "https://boxd.it/1XLm": "https://a.ltrbxd.com/resized/film-poster/4/6/8/0/6/46806-the-incredibles-0-600-0-900-crop.jpg?v=dce597a185",
+ "https://boxd.it/1XMu": "https://a.ltrbxd.com/resized/film-poster/4/6/8/1/3/46813-the-fast-and-the-furious-0-600-0-900-crop.jpg?v=ec37dbaf43",
+ "https://boxd.it/1XVG": "https://a.ltrbxd.com/resized/film-poster/4/6/8/7/0/46870-bad-boys-0-600-0-900-crop.jpg?v=e93721d2e0",
+ "https://boxd.it/1XhG": "https://a.ltrbxd.com/resized/sm/upload/qw/zu/zk/ky/iLe8yMOF5we6lvYbKLHzho7ATQk-0-600-0-900-crop.jpg?v=c4c6ebbfa3",
+ "https://boxd.it/1Xjs": "https://a.ltrbxd.com/resized/film-poster/4/6/6/3/3/46633-brother-bear-0-600-0-900-crop.jpg?v=fbd33ac429",
+ "https://boxd.it/1YAO": "https://a.ltrbxd.com/resized/film-poster/4/7/1/2/5/47125-south-park-bigger-longer-uncut-0-600-0-900-crop.jpg?v=a071e7698f",
+ "https://boxd.it/1Yeo": "https://a.ltrbxd.com/resized/film-poster/4/6/9/8/6/46986-the-fast-and-the-furious-tokyo-drift-0-600-0-900-crop.jpg?v=d90305bf54",
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+}
\ No newline at end of file
diff --git a/ranker.html b/ranker.html
new file mode 100644
index 0000000..1ec5339
--- /dev/null
+++ b/ranker.html
@@ -0,0 +1,1368 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<meta name="viewport" content="width=device-width, initial-scale=1">
+<title>Letterboxd Pairwise Ranker</title>
+<script>
+// Runs before the body renders, so light mode does not flash dark first.
+try {
+  if (localStorage.getItem("lbx-ranker-theme") === "light") { document.documentElement.setAttribute("data-theme", "light"); }
+} catch (error) { /* site data blocked, stay on the dark default */ }
+</script>
+<style>
+:root {
+  --bg: #14181c;
+  --fg: #e7ebee;
+  --muted: #99aabb;
+  --card: #1d242c;
+  --border: #2c343c;
+  --accent: #00e054;
+  --accent-fg: #14181c;
+  --shadow: 0 2px 12px rgba(0, 0, 0, .45);
+}
+:root[data-theme="light"] {
+  --bg: #f6f5f3;
+  --fg: #14181c;
+  --muted: #6a737c;
+  --card: #ffffff;
+  --border: #dfdcd6;
+  --accent: #00a942;
+  --accent-fg: #ffffff;
+  --shadow: 0 2px 10px rgba(20, 24, 28, .10);
+}
+* { box-sizing: border-box; }
+body {
+  margin: 0;
+  background: var(--bg);
+  color: var(--fg);
+  font: 15px/1.5 -apple-system, "Segoe UI", Roboto, Helvetica, Arial, sans-serif;
+  height: 100vh;
+  display: flex;
+  flex-direction: column;
+}
+header {
+  padding: 14px 22px;
+  border-bottom: 1px solid var(--border);
+  display: flex;
+  align-items: baseline;
+  gap: 14px;
+  flex-wrap: wrap;
+}
+header h1 { font-size: 16px; margin: 0; letter-spacing: .01em; }
+header .sub { color: var(--muted); font-size: 13px; }
+#themeBtn { padding: 3px 10px; font-size: 12px; border-radius: 6px; color: var(--muted); }
+main { flex: 1; display: flex; flex-direction: column; padding: 22px; min-height: 0; }
+.screen { display: none; }
+.screen.active { display: flex; flex-direction: column; flex: 1; min-height: 0; }
+h2 { font-size: 20px; margin: 0 0 6px; font-weight: 600; }
+p.lead { color: var(--muted); margin: 0 0 18px; }
+button {
+  font: inherit;
+  border-radius: 8px;
+  border: 1px solid var(--border);
+  background: var(--card);
+  color: var(--fg);
+  padding: 9px 16px;
+  cursor: pointer;
+}
+button:hover { border-color: var(--muted); }
+button.primary { background: var(--accent); color: var(--accent-fg); border-color: transparent; font-weight: 600; }
+button.primary:hover { filter: brightness(1.08); }
+button:disabled { opacity: .45; cursor: default; }
+.row { display: flex; gap: 10px; flex-wrap: wrap; align-items: center; }
+
+#drop {
+  border: 2px dashed var(--border);
+  border-radius: 14px;
+  padding: 44px 24px;
+  text-align: center;
+  background: var(--card);
+  transition: border-color .12s;
+  max-width: 720px;
+}
+#drop.over { border-color: var(--accent); }
+#drop h2 { margin-bottom: 10px; }
+.files { margin-top: 16px; font-size: 13px; color: var(--muted); }
+.files div { margin: 3px 0; }
+.ok { color: var(--accent); }
+.err { color: #e0533d; }
+.hint { color: var(--muted); font-size: 13px; }
+code { background: var(--bg); border: 1px solid var(--border); border-radius: 4px; padding: 1px 5px; font-size: 12px; }
+
+#sessions { margin-top: 26px; max-width: 720px; }
+#sessions h3 { font-size: 14px; font-weight: 600; margin: 0 0 10px; }
+.session {
+  display: flex;
+  align-items: center;
+  gap: 12px;
+  border: 1px solid var(--border);
+  border-radius: 10px;
+  background: var(--card);
+  padding: 10px 12px;
+  margin-bottom: 8px;
+}
+.session .about { flex: 1; min-width: 0; }
+.session .what { font-weight: 600; }
+.session .meta { color: var(--muted); font-size: 12px; }
+.session .titles { color: var(--muted); font-size: 12px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap; }
+.session .drop-btn { color: var(--muted); padding: 6px 10px; }
+.session .drop-btn:hover { color: #e0533d; border-color: #e0533d; }
+
+.bar { display: flex; align-items: center; gap: 14px; margin-bottom: 4px; flex-wrap: wrap; }
+.count { font-variant-numeric: tabular-nums; font-size: 14px; color: var(--muted); }
+.progress { flex: 1; min-width: 120px; height: 6px; border-radius: 3px; background: var(--border); overflow: hidden; }
+.progress > div { height: 100%; background: var(--accent); width: 0; transition: width .18s; }
+.compare-body { display: flex; gap: 18px; flex: 1; min-height: 0; }
+.arena {
+  flex: 1;
+  display: flex;
+  gap: 26px;
+  align-items: center;
+  justify-content: center;
+  padding: 18px 0;
+  flex-wrap: wrap;
+}
+
+#sidebar {
+  width: 272px;
+  flex: none;
+  position: relative;
+  border-left: 1px solid var(--border);
+  padding: 10px 0 10px 16px;
+  overflow-y: auto;
+  font-size: 13px;
+}
+#sidebar.hidden { display: none; }
+@media (max-width: 900px) { #sidebar { display: none; } }
+.side-head {
+  color: var(--muted);
+  margin-bottom: 8px;
+  position: sticky;
+  top: 0;
+  background: var(--bg);
+  padding-bottom: 6px;
+  z-index: 1;
+}
+.side-head b { color: var(--fg); font-weight: 600; }
+.side-list { list-style: none; margin: 0; padding: 0; }
+.side-list li {
+  display: flex;
+  gap: 8px;
+  align-items: center;
+  padding: 3px 6px 3px 0;
+  border-radius: 6px;
+  color: var(--muted);
+}
+.side-list li:last-child { margin-bottom: 4px; }
+.side-list li.pivot {
+  background: color-mix(in srgb, var(--accent) 16%, transparent);
+  color: var(--fg);
+  padding-left: 6px;
+  font-weight: 600;
+}
+.side-list .n { width: 30px; text-align: right; font-variant-numeric: tabular-nums; flex: none; }
+.side-list img { width: 22px; aspect-ratio: 2 / 3; object-fit: cover; border-radius: 2px; background: var(--border); flex: none; }
+.side-list .ph { width: 22px; aspect-ratio: 2 / 3; border-radius: 2px; background: var(--border); flex: none; }
+.side-list .t { overflow: hidden; text-overflow: ellipsis; white-space: nowrap; }
+/* The break that says two blocks have no established order between them. */
+.side-split {
+  display: block;
+  border-top: 1px dashed var(--muted);
+  margin: 9px 0 9px 38px;
+  padding: 0;
+  height: 0;
+  opacity: .55;
+}
+.pick {
+  width: min(38vw, 300px);
+  padding: 0;
+  border: 1px solid var(--border);
+  border-radius: 12px;
+  overflow: hidden;
+  background: var(--card);
+  box-shadow: var(--shadow);
+  transition: transform .1s, border-color .1s;
+  display: flex;
+  flex-direction: column;
+  text-align: left;
+}
+.pick:hover, .pick:focus-visible { transform: translateY(-3px); border-color: var(--accent); outline: none; }
+.poster { aspect-ratio: 2 / 3; width: 100%; background: var(--bg); display: block; object-fit: cover; }
+.poster.blank {
+  display: flex;
+  align-items: center;
+  justify-content: center;
+  padding: 18px;
+  text-align: center;
+  font-size: 17px;
+  font-weight: 600;
+  color: var(--muted);
+}
+.cap { padding: 10px 12px; }
+.cap .t { font-weight: 600; }
+.cap .y { color: var(--muted); font-size: 13px; }
+.key { display: inline-block; min-width: 18px; text-align: center; border: 1px solid var(--border); border-bottom-width: 2px; border-radius: 4px; padding: 0 4px; font-size: 11px; color: var(--muted); }
+
+/* Result: band editor + ranked list */
+.bands {
+  display: grid;
+  grid-template-columns: repeat(auto-fit, minmax(122px, 1fr));
+  gap: 8px;
+  margin: 12px 0 6px;
+}
+.band-cell {
+  border: 1px solid var(--border);
+  border-radius: 9px;
+  background: var(--card);
+  padding: 8px 9px;
+}
+.band-cell .stars { font-size: 13px; color: var(--accent); letter-spacing: -1px; white-space: nowrap; }
+.band-cell .value { font-size: 12px; color: var(--muted); font-variant-numeric: tabular-nums; margin-left: 5px; }
+.band-cell .ctrl { display: flex; align-items: center; gap: 5px; margin-top: 5px; }
+.band-cell input {
+  width: 100%;
+  min-width: 0;
+  font: inherit;
+  font-variant-numeric: tabular-nums;
+  text-align: center;
+  padding: 3px 2px;
+  border-radius: 6px;
+  border: 1px solid var(--border);
+  background: var(--bg);
+  color: var(--fg);
+}
+.band-cell button { padding: 2px 8px; border-radius: 6px; line-height: 1.2; }
+.band-cell .range { font-size: 11px; color: var(--muted); margin-top: 4px; font-variant-numeric: tabular-nums; }
+
+.ranking { list-style: none; margin: 10px 0 0; padding: 0; max-width: 820px; }
+.ranking li { display: flex; gap: 12px; align-items: center; padding: 7px 0; border-bottom: 1px solid var(--border); }
+.ranking li.band-head {
+  border-bottom: none;
+  padding: 16px 0 4px;
+  gap: 8px;
+  color: var(--accent);
+  font-weight: 600;
+  position: sticky;
+  top: 0;
+  background: var(--bg);
+}
+.ranking li.band-head .n { color: var(--accent); }
+.ranking .n { width: 42px; text-align: right; color: var(--muted); font-variant-numeric: tabular-nums; }
+.ranking img { width: 34px; aspect-ratio: 2 / 3; object-fit: cover; border-radius: 3px; background: var(--border); }
+.ranking .ph { width: 34px; aspect-ratio: 2 / 3; border-radius: 3px; background: var(--border); }
+.ranking a { color: inherit; text-decoration: none; }
+.ranking a:hover { color: var(--accent); }
+.scroll { overflow-y: auto; flex: 1; min-height: 0; }
+</style>
+</head>
+<body>
+<header>
+  <h1>Letterboxd Pairwise Ranker</h1>
+  <span class="sub">two films at a time, until the whole list has an order</span>
+  <span class="sub" id="posterStatus" style="margin-left:auto"></span>
+  <button id="themeBtn">Theme</button>
+</header>
+
+<main>
+  <section class="screen active" id="screenLoad">
+    <div id="drop">
+      <h2>Drop your <code>ratings.csv</code> here</h2>
+      <p class="lead" id="dropLead">Also accepts <code>posters.json</code> from <code>fetch_posters.py</code>, for box art.</p>
+      <div class="row" style="justify-content:center">
+        <button class="primary" id="pickBtn">Choose files</button>
+        <input type="file" id="fileInput" accept=".csv,.json" multiple hidden>
+      </div>
+      <div class="files" id="fileStatus"></div>
+    </div>
+
+    <div id="sessions" hidden>
+      <h3>Continue where you left off</h3>
+      <div id="sessionList"></div>
+    </div>
+  </section>
+
+  <section class="screen" id="screenStart">
+    <h2 id="startTitle"></h2>
+    <p class="lead" id="startLead"></p>
+    <div class="row">
+      <button class="primary" id="resumeBtn" hidden>Resume</button>
+      <button class="primary" id="startBtn">Start ranking</button>
+      <button id="backBtn">Load different files</button>
+    </div>
+  </section>
+
+  <section class="screen" id="screenCompare">
+    <div class="bar">
+      <span class="count" id="counter"></span>
+      <div class="progress"><div id="progressFill"></div></div>
+      <button id="undoBtn">Undo</button>
+      <button id="listBtn">Hide list</button>
+      <button id="quitBtn">Stop</button>
+    </div>
+    <div class="compare-body">
+      <div class="arena">
+        <button class="pick" id="pickA"></button>
+        <button class="pick" id="pickB"></button>
+      </div>
+      <aside id="sidebar">
+        <div class="side-head" id="sideHead"></div>
+        <ol class="side-list" id="sideList"></ol>
+      </aside>
+    </div>
+    <p class="hint" style="text-align:center">
+      <span class="key">1</span> <span class="key">&larr;</span> left &nbsp;&middot;&nbsp;
+      <span class="key">2</span> <span class="key">&rarr;</span> right &nbsp;&middot;&nbsp;
+      <span class="key">U</span> undo &nbsp;&middot;&nbsp; progress saved in browser cache
+    </p>
+  </section>
+
+  <section class="screen" id="screenResult">
+    <h2 id="resultTitle"></h2>
+    <div class="row">
+      <span class="hint">Star thresholds:</span>
+      <button id="presetOld">Match old ratings</button>
+      <button id="presetEven">Even split</button>
+      <button id="presetTop">Top heavy</button>
+    </div>
+    <div class="bands" id="bands"></div>
+    <div class="row" style="margin-top:8px">
+      <button class="primary" id="csvBtn">Download rated CSV</button>
+      <button id="copyBtn">Copy as text</button>
+      <button id="againBtn">Rank again</button>
+      <button id="newBtn">Load different files</button>
+      <span class="hint" id="copyNote"></span>
+    </div>
+    <div class="scroll"><ol class="ranking" id="ranking"></ol></div>
+  </section>
+</main>
+
+<script>
+"use strict";
+
+const STORAGE_PREFIX = "lbx-ranker-v1-";
+const BAND_COUNT = 10;   // 5.0 down to 0.5 in half steps
+const POSTER_BATCH = 20;
+
+let header = null;     // original csv header cells
+let films = null;      // parsed csv rows, file order
+let posters = {};      // uri -> poster image url
+let state = null;      // { key, header, items, answers, counts }
+let answerMap = null;  // "keyA|keyB" -> winning key
+let current = null;    // { done, pair, ranked }
+let hasPosterServer = false;
+let resolving = false;
+
+function $(id) { return document.getElementById(id); }
+
+function show(screenId) {
+  for (const section of document.querySelectorAll(".screen")) {
+    section.classList.toggle("active", section.id === screenId);
+  }
+}
+
+function hashKey(keys) {
+  let hash = 0x811c9dc5;
+  for (const key of keys.slice().sort()) {
+    for (let i = 0; i < key.length; i++) {
+      hash = ((hash ^ key.charCodeAt(i)) * 0x01000193) >>> 0;
+    }
+  }
+  return hash.toString(16);
+}
+
+function shuffle(list) {
+  const out = list.slice();
+  for (let i = out.length - 1; i > 0; i--) {
+    const j = Math.floor(Math.random() * (i + 1));
+    const swap = out[i];
+    out[i] = out[j];
+    out[j] = swap;
+  }
+  return out;
+}
+
+// Worst case comparison count: every merge of two runs can cost their combined length minus one.
+function worstCase(n) {
+  let total = 0;
+  let sizes = new Array(n).fill(1);
+  while (sizes.length > 1) {
+    const next = [];
+    for (let i = 0; i + 1 < sizes.length; i += 2) {
+      total += sizes[i] + sizes[i + 1] - 1;
+      next.push(sizes[i] + sizes[i + 1]);
+    }
+    if (sizes.length % 2 === 1) { next.push(sizes[sizes.length - 1]); }
+    sizes = next;
+  }
+  return total;
+}
+
+function roundCount(n) { return n > 1 ? Math.ceil(Math.log2(n)) : 0; }
+
+// -- CSV in
+
+function parseCsv(text) {
+  const rows = [];
+  let row = [], field = "", quoted = false;
+  if (text.charCodeAt(0) === 0xfeff) { text = text.slice(1); }
+  for (let i = 0; i < text.length; i++) {
+    const c = text[i];
+    if (quoted) {
+      if (c !== '"') { field += c; }
+      else if (text[i + 1] === '"') { field += '"'; i++; }
+      else { quoted = false; }
+    }
+    else if (c === '"') { quoted = true; }
+    else if (c === ",") { row.push(field); field = ""; }
+    else if (c === "\n") { row.push(field); rows.push(row); row = []; field = ""; }
+    else if (c !== "\r") { field += c; }
+  }
+  if (field !== "" || row.length) { row.push(field); rows.push(row); }
+  return rows;
+}
+
+// Each film keeps its original row so the export can reproduce the input format.
+function filmsFromCsv(text) {
+  const rows = parseCsv(text).filter(row => row.some(cell => cell.trim() !== ""));
+  if (rows.length === 0) { throw new Error("that file is empty"); }
+  const head = rows[0];
+  const lower = head.map(cell => cell.trim().toLowerCase());
+  const nameAt = lower.indexOf("name");
+  const yearAt = lower.indexOf("year");
+  const uriAt = lower.indexOf("letterboxd uri");
+  const ratingAt = lower.indexOf("rating");
+  if (nameAt < 0) {
+    throw new Error("no 'Name' column, so this is not a Letterboxd ratings.csv. Header reads: " + head.join(", "));
+  }
+  const seen = new Set();
+  const out = [];
+  for (const row of rows.slice(1)) {
+    const title = (row[nameAt] || "").trim();
+    if (title === "") { continue; }
+    const uri = uriAt >= 0 ? (row[uriAt] || "").trim() : "";
+    const year = yearAt >= 0 ? (row[yearAt] || "").trim() : "";
+    const key = uri || title + "|" + year;
+    if (seen.has(key)) { continue; }
+    seen.add(key);
+    out.push({
+      title: title,
+      year: year,
+      uri: uri,
+      key: key,
+      oldRating: ratingAt >= 0 ? parseFloat(row[ratingAt]) : NaN,
+      row: row
+    });
+  }
+  if (out.length < 2) { throw new Error("need at least two films, found " + out.length); }
+  return { header: head, films: out };
+}
+
+// -- Sort engine: pure function of items + answers
+
+function buildAnswerMap(answers) {
+  const map = Object.create(null);
+  for (const answer of answers) {
+    map[answer.a + "|" + answer.b] = answer.winner;
+    map[answer.b + "|" + answer.a] = answer.winner;
+  }
+  return map;
+}
+
+// Consume the answers this merge already has. Returns the pair it is waiting on, or null
+// once the two runs are fully interleaved.
+function advanceMerge(merge, map) {
+  while (merge.i < merge.left.length && merge.j < merge.right.length) {
+    const a = merge.left[merge.i];
+    const b = merge.right[merge.j];
+    const winner = map[a.key + "|" + b.key];
+    if (winner === undefined) { return { a: a, b: b }; }
+    if (winner === a.key) { merge.out.push(a); merge.i++; } else { merge.out.push(b); merge.j++; }
+  }
+  while (merge.i < merge.left.length) { merge.out.push(merge.left[merge.i++]); }
+  while (merge.j < merge.right.length) { merge.out.push(merge.right[merge.j++]); }
+  return null;
+}
+
+// Every group in a round is waiting on its own pair, so ask the one that shares no film with
+// the previous question. Two fresh posters each time reads as progress; the same film held
+// against a parade of opponents does not.
+function pickFreshest(blocked, lastKeys) {
+  let halfFresh = null;
+  for (const entry of blocked) {
+    const seenA = lastKeys.has(entry.pending.a.key);
+    const seenB = lastKeys.has(entry.pending.b.key);
+    if (seenA === false && seenB === false) { return entry; }
+    if (halfFresh === null && (seenA === false || seenB === false)) { halfFresh = entry; }
+  }
+  return halfFresh !== null ? halfFresh : blocked[0];
+}
+
+// Bottom-up merge sort, best first. Rounds halve the number of runs; within a round the
+// groups merge independently, which is what lets the questions rotate between them.
+function runSort(items, map, lastKeys) {
+  let runs = items.map(item => [item]);
+  let round = 1;
+  while (runs.length > 1) {
+    const merges = [];
+    for (let i = 0; i + 1 < runs.length; i += 2) {
+      merges.push({ left: runs[i], right: runs[i + 1], i: 0, j: 0, out: [] });
+    }
+    const carry = runs.length % 2 === 1 ? runs[runs.length - 1] : null;
+
+    const blocked = [];
+    merges.forEach((merge, group) => {
+      const pending = advanceMerge(merge, map);
+      if (pending !== null) { blocked.push({ merge: merge, group: group, pending: pending }); }
+    });
+
+    if (blocked.length > 0) {
+      const chosen = pickFreshest(blocked, lastKeys || new Set());
+      return {
+        done: false,
+        pair: [chosen.pending.a, chosen.pending.b],
+        merge: chosen.merge,
+        group: chosen.group,
+        merges: merges,
+        carry: carry,
+        round: round,
+        ranked: longestRun(runs)
+      };
+    }
+
+    runs = merges.map(merge => merge.out);
+    if (carry !== null) { runs.push(carry); }
+    round++;
+  }
+  return { done: true, pair: null, ranked: runs[0] || [] };
+}
+
+// The best partial answer available: the largest group that is already fully ordered.
+function longestRun(runs) {
+  let best = [];
+  for (const run of runs) {
+    if (run.length > best.length) { best = run; }
+  }
+  return best;
+}
+
+function lastAnswerKeys(answers) {
+  const keys = new Set();
+  const last = answers[answers.length - 1];
+  if (last !== undefined) { keys.add(last.a); keys.add(last.b); }
+  return keys;
+}
+
+// -- Persistence
+
+function save() {
+  if (state === null) { return; }
+  try {
+    localStorage.setItem(STORAGE_PREFIX + state.key, JSON.stringify(state));
+  } catch (error) {
+    // Private window or blocked site data. Everything still works, minus resume.
+  }
+}
+
+function load(key) {
+  try {
+    const raw = localStorage.getItem(STORAGE_PREFIX + key);
+    if (raw === null) { return null; }
+    const data = JSON.parse(raw);
+    if (!data || !Array.isArray(data.items) || !Array.isArray(data.answers)) { return null; }
+    return data;
+  } catch (error) {
+    return null;
+  }
+}
+
+// -- Loading files
+
+// -- Saved sessions
+
+// A session stores the films with their original csv rows, so it can be continued and
+// exported without the export being dropped again.
+function listSessions() {
+  const sessions = [];
+  try {
+    for (let i = 0; i < localStorage.length; i++) {
+      const storageKey = localStorage.key(i);
+      if (storageKey === null || storageKey.indexOf(STORAGE_PREFIX) !== 0) { continue; }
+      let data = null;
+      try { data = JSON.parse(localStorage.getItem(storageKey)); } catch (error) { continue; }
+      if (!data || !Array.isArray(data.items) || !Array.isArray(data.answers) || data.answers.length === 0) { continue; }
+      sessions.push({ storageKey: storageKey, key: data.key || storageKey.slice(STORAGE_PREFIX.length), data: data });
+    }
+  } catch (error) {
+    return [];
+  }
+  sessions.sort((a, b) => (b.data.savedAt || 0) - (a.data.savedAt || 0));
+  return sessions;
+}
+
+function timeAgo(stamp) {
+  if (!stamp) { return "date unknown"; }
+  const minutes = Math.floor((Date.now() - stamp) / 60000);
+  if (minutes < 1) { return "just now"; }
+  if (minutes < 60) { return minutes + (minutes === 1 ? " minute ago" : " minutes ago"); }
+  const hours = Math.floor(minutes / 60);
+  if (hours < 24) { return hours + (hours === 1 ? " hour ago" : " hours ago"); }
+  const days = Math.floor(hours / 24);
+  if (days <= 30) { return days + (days === 1 ? " day ago" : " days ago"); }
+  return new Date(stamp).toLocaleDateString();
+}
+
+function renderSessions() {
+  const sessions = listSessions();
+  const holder = $("sessions");
+  const list = $("sessionList");
+  holder.hidden = sessions.length === 0;
+  list.innerHTML = "";
+
+  for (const session of sessions) {
+    const items = session.data.items;
+    const answers = session.data.answers;
+    const finished = runSort(items, buildAnswerMap(answers), new Set()).done;
+
+    const row = document.createElement("div");
+    row.className = "session";
+
+    const about = document.createElement("div");
+    about.className = "about";
+    const what = document.createElement("div");
+    what.className = "what";
+    what.textContent = items.length + " films";
+    const meta = document.createElement("div");
+    meta.className = "meta";
+    meta.textContent = (finished
+      ? "finished in " + answers.length.toLocaleString() + " comparisons"
+      : answers.length.toLocaleString() + " of ~" + worstCase(items.length).toLocaleString() + " answered")
+      + " - " + timeAgo(session.data.savedAt);
+    const titles = document.createElement("div");
+    titles.className = "titles";
+    titles.textContent = items.slice(0, 3).map(film => film.title).join(", ") + (items.length > 3 ? ", ..." : "");
+    about.appendChild(what);
+    about.appendChild(meta);
+    about.appendChild(titles);
+
+    const open = document.createElement("button");
+    open.className = "primary";
+    open.textContent = finished ? "Open result" : "Continue";
+    open.onclick = () => continueSession(session);
+
+    const drop = document.createElement("button");
+    drop.className = "drop-btn";
+    drop.textContent = "Delete";
+    drop.title = "Forget this ranking";
+    drop.onclick = () => {
+      if (window.confirm("Delete this saved ranking of " + items.length + " films? This cannot be undone.") === false) { return; }
+      try { localStorage.removeItem(session.storageKey); } catch (error) { /* nothing to undo */ }
+      renderSessions();
+    };
+
+    row.appendChild(about);
+    row.appendChild(open);
+    row.appendChild(drop);
+    list.appendChild(row);
+  }
+}
+
+function continueSession(session) {
+  header = session.data.header || null;
+  films = session.data.items;
+  begin(session.key, session.data.items, session.data.answers, session.data.counts, session.data.savedAt);
+  resolvePosters();
+}
+
+function fileStatus(message, className) {
+  const line = document.createElement("div");
+  line.textContent = message;
+  if (className) { line.className = className; }
+  $("fileStatus").appendChild(line);
+}
+
+function handleFiles(fileList) {
+  const list = Array.from(fileList);
+  if (list.length === 0) { return; }
+  $("fileStatus").innerHTML = "";
+  let pending = list.length;
+  for (const file of list) {
+    const reader = new FileReader();
+    reader.onload = () => {
+      try {
+        if (/\.json$/i.test(file.name)) {
+          const data = JSON.parse(reader.result);
+          posters = {};
+          let count = 0;
+          for (const uri of Object.keys(data)) {
+            if (data[uri]) { posters[uri] = data[uri]; count++; }
+          }
+          fileStatus(file.name + ": " + count + " poster URLs", "ok");
+        } else {
+          const parsed = filmsFromCsv(reader.result);
+          header = parsed.header;
+          films = parsed.films;
+          fileStatus(file.name + ": " + films.length + " films", "ok");
+        }
+      } catch (error) {
+        fileStatus(file.name + ": " + error.message, "err");
+      }
+      pending--;
+      if (pending === 0) { afterLoad(); }
+    };
+    reader.onerror = () => {
+      fileStatus(file.name + ": could not be read", "err");
+      pending--;
+      if (pending === 0) { afterLoad(); }
+    };
+    reader.readAsText(file);
+  }
+}
+
+function afterLoad() {
+  if (films === null) {
+    fileStatus("Still waiting for a ratings.csv.", "");
+    return;
+  }
+  const key = hashKey(films.map(film => film.key));
+  const saved = load(key);
+
+  $("startTitle").textContent = films.length + " films";
+  updateStartLead();
+
+  const resumeBtn = $("resumeBtn");
+  if (saved !== null && saved.answers.length > 0) {
+    resumeBtn.hidden = false;
+    resumeBtn.textContent = "Resume (" + saved.answers.length + " answered)";
+    resumeBtn.onclick = () => begin(key, saved.items, saved.answers, saved.counts, saved.savedAt);
+    $("startBtn").className = "";
+    $("startBtn").textContent = "Start over";
+  } else {
+    resumeBtn.hidden = true;
+    $("startBtn").className = "primary";
+    $("startBtn").textContent = "Start ranking";
+  }
+  $("startBtn").onclick = () => begin(key, shuffle(films), [], null);
+  show("screenStart");
+  resolvePosters();
+}
+
+function updateStartLead() {
+  if (films === null) { return; }
+  const withPosters = films.filter(film => posters[film.uri]).length;
+  let art;
+  if (resolving) { art = "Looking up box art. "; }
+  else if (withPosters > 0) { art = withPosters + " of them have box art. "; }
+  else { art = "No posters loaded, so films show as text. "; }
+  $("startLead").textContent =
+    "About " + worstCase(films.length).toLocaleString() + " comparisons. " + art
+    + "Progress saves as you go, so you can stop any time.";
+}
+
+// -- Posters from serve.py
+
+// A file:// page cannot reach letterboxd.com, so serve.py fetches on the page's behalf.
+async function detectPosterServer() {
+  if (location.protocol !== "http:" && location.protocol !== "https:") { return; }
+  try {
+    const response = await fetch("api/health");
+    hasPosterServer = response.ok;
+  } catch (error) {
+    hasPosterServer = false;
+  }
+}
+
+async function resolvePosters() {
+  await serverProbe;
+  if (hasPosterServer === false || resolving || films === null) { return; }
+  const missing = films.map(film => film.uri).filter(uri => uri && posters[uri] === undefined);
+  if (missing.length === 0) { return; }
+
+  resolving = true;
+  let done = 0;
+  updateStartLead();
+  for (let i = 0; i < missing.length; i += POSTER_BATCH) {
+    const batch = missing.slice(i, i + POSTER_BATCH);
+    try {
+      const response = await fetch("api/posters", {
+        method: "POST",
+        headers: { "Content-Type": "application/json" },
+        body: JSON.stringify({ uris: batch })
+      });
+      const data = await response.json();
+      for (const uri of Object.keys(data)) {
+        posters[uri] = data[uri] || null;
+      }
+    } catch (error) {
+      $("posterStatus").textContent = "poster lookup failed, films show as text";
+      break;
+    }
+    done += batch.length;
+    $("posterStatus").textContent = "box art " + done + " / " + missing.length;
+    refreshPosters(batch);
+    updateStartLead();
+  }
+  resolving = false;
+  updateStartLead();
+  const found = films.filter(film => posters[film.uri]).length;
+  $("posterStatus").textContent = "box art " + found + " / " + films.length;
+}
+
+// Redraw only when a film already on screen just got its poster.
+function refreshPosters(arrived) {
+  if (current === null) { return; }
+  const fresh = new Set(arrived.filter(uri => posters[uri]));
+  if (current.done) {
+    if (current.ranked.some(film => fresh.has(film.uri))) { renderRanking(); }
+  } else if (current.pair.some(film => fresh.has(film.uri))) {
+    renderCard($("pickA"), current.pair[0]);
+    renderCard($("pickB"), current.pair[1]);
+  }
+}
+
+// -- Ranking
+
+// savedAt tracks the last answer, not the last time the session was opened, so the list on
+// the load screen keeps its order when you look at an old ranking.
+function begin(key, items, answers, counts, savedAt) {
+  state = {
+    key: key,
+    header: header,
+    items: items,
+    answers: answers,
+    counts: counts || null,
+    savedAt: savedAt || Date.now()
+  };
+  save();
+  render();
+}
+
+function render() {
+  answerMap = buildAnswerMap(state.answers);
+  current = runSort(state.items, answerMap, lastAnswerKeys(state.answers));
+  if (current.done) { renderResult(); return; }
+
+  const total = worstCase(state.items.length);
+  const answered = state.answers.length;
+  $("counter").textContent = answered.toLocaleString() + " / ~" + total.toLocaleString();
+  $("progressFill").style.width = Math.min(100, (answered / Math.max(1, total)) * 100) + "%";
+  $("undoBtn").disabled = answered === 0;
+  renderCard($("pickA"), current.pair[0]);
+  renderCard($("pickB"), current.pair[1]);
+  renderSidebar();
+  show("screenCompare");
+  preloadNext();
+}
+
+// Everything known so far, best at the top. Each block is ordered within itself; a break
+// between two blocks means their order has not been decided yet.
+function orderedBlocks() {
+  const blocks = [];
+  for (const merge of current.merges) {
+    // Anything already emitted by a merge outranks whatever is left in both of its runs.
+    if (merge.out.length > 0) { blocks.push(merge.out); }
+    const leftRest = merge.left.slice(merge.i);
+    const rightRest = merge.right.slice(merge.j);
+    if (leftRest.length > 0) { blocks.push(leftRest); }
+    if (rightRest.length > 0) { blocks.push(rightRest); }
+  }
+  if (current.carry !== null) { blocks.push(current.carry); }
+  return blocks;
+}
+
+function renderSidebar() {
+  // A film nobody has judged yet says nothing about the order, so it stays out of the list.
+  const seen = new Set();
+  for (const answer of state.answers) {
+    seen.add(answer.a);
+    seen.add(answer.b);
+  }
+  seen.add(current.pair[0].key);
+  seen.add(current.pair[1].key);
+
+  const blocks = orderedBlocks()
+    .map(block => block.filter(film => seen.has(film.key)))
+    .filter(block => block.length > 0);
+
+  const head = $("sideHead");
+  head.innerHTML = "";
+  head.appendChild(headLine("Round " + current.round + " of " + roundCount(state.items.length)));
+  head.appendChild(headLine(seen.size + " of " + state.items.length + " films seen"));
+  head.appendChild(headLine("a break means the order across it is still unknown"));
+
+  const contenders = new Set([current.pair[0].key, current.pair[1].key]);
+  const list = $("sideList");
+  list.innerHTML = "";
+  let firstPivot = null;
+  blocks.forEach((block, index) => {
+    if (index > 0) {
+      const split = document.createElement("li");
+      split.className = "side-split";
+      list.appendChild(split);
+    }
+    block.forEach((film, position) => {
+      const row = sideRow(film, block.length > 1 ? position + 1 : null, contenders.has(film.key) ? "pivot" : "");
+      if (firstPivot === null && contenders.has(film.key)) { firstPivot = row; }
+      list.appendChild(row);
+    });
+  });
+
+  const sidebar = $("sidebar");
+  if (firstPivot !== null) {
+    sidebar.scrollTop = firstPivot.offsetTop - sidebar.clientHeight / 2 + firstPivot.offsetHeight / 2;
+  }
+}
+
+function sideRow(film, position, className) {
+  const item = document.createElement("li");
+  if (className) { item.className = className; }
+  const number = document.createElement("span");
+  number.className = "n";
+  number.textContent = position === null ? "" : position + ".";
+  const poster = posters[film.uri];
+  let art;
+  if (poster) {
+    art = document.createElement("img");
+    art.src = poster;
+    art.alt = "";
+    art.loading = "lazy";
+  } else {
+    art = document.createElement("span");
+    art.className = "ph";
+  }
+  const title = document.createElement("span");
+  title.className = "t";
+  title.textContent = film.title;
+  title.title = film.title + (film.year ? " (" + film.year + ")" : "");
+  item.appendChild(number);
+  item.appendChild(art);
+  item.appendChild(title);
+  return item;
+}
+
+function headLine(text) {
+  const line = document.createElement("div");
+  line.textContent = text;
+  return line;
+}
+
+function renderCard(button, film) {
+  const poster = posters[film.uri];
+  button.innerHTML = "";
+  if (poster) {
+    const img = document.createElement("img");
+    img.className = "poster";
+    img.src = poster;
+    img.alt = film.title;
+    img.onerror = () => { img.replaceWith(blankPoster(film)); };
+    button.appendChild(img);
+  } else {
+    button.appendChild(blankPoster(film));
+  }
+  const cap = document.createElement("div");
+  cap.className = "cap";
+  const title = document.createElement("div");
+  title.className = "t";
+  title.textContent = film.title;
+  const year = document.createElement("div");
+  year.className = "y";
+  year.textContent = film.year;
+  cap.appendChild(title);
+  cap.appendChild(year);
+  button.appendChild(cap);
+}
+
+function blankPoster(film) {
+  const blank = document.createElement("div");
+  blank.className = "poster blank";
+  blank.textContent = film.title;
+  return blank;
+}
+
+// Either answer leads to a known next pair, so fetch both ahead of the click.
+function preloadNext() {
+  for (const winner of [current.pair[0].key, current.pair[1].key]) {
+    const map = Object.assign(Object.create(null), answerMap);
+    map[current.pair[0].key + "|" + current.pair[1].key] = winner;
+    map[current.pair[1].key + "|" + current.pair[0].key] = winner;
+    const next = runSort(state.items, map, new Set([current.pair[0].key, current.pair[1].key]));
+    if (next.done) { continue; }
+    for (const film of next.pair) {
+      const url = posters[film.uri];
+      if (url) { new Image().src = url; }
+    }
+  }
+}
+
+function answer(index) {
+  if (current === null || current.done) { return; }
+  state.answers.push({ a: current.pair[0].key, b: current.pair[1].key, winner: current.pair[index].key });
+  state.savedAt = Date.now();
+  save();
+  render();
+}
+
+function undo() {
+  if (state === null || state.answers.length === 0) { return; }
+  state.answers.pop();
+  state.savedAt = Date.now();
+  save();
+  render();
+}
+
+// -- Star bands
+
+function bandValue(band) { return (BAND_COUNT - band) / 2; }
+
+function formatRating(value) { return Number.isInteger(value) ? String(value) : value.toFixed(1); }
+
+function starGlyphs(value) {
+  const full = Math.floor(value);
+  return "★".repeat(full) + (value - full >= 0.5 ? "½" : "");
+}
+
+function evenCounts(n) {
+  const counts = new Array(BAND_COUNT).fill(Math.floor(n / BAND_COUNT));
+  for (let i = 0; i < n % BAND_COUNT; i++) { counts[i]++; }
+  return counts;
+}
+
+// Same shape as the old ratings, so only which film sits where changes.
+function oldRatingCounts(items) {
+  const counts = new Array(BAND_COUNT).fill(0);
+  const middle = BAND_COUNT - Math.round(3 * 2);
+  for (const item of items) {
+    const value = item.oldRating;
+    const band = Number.isFinite(value) ? BAND_COUNT - Math.round(value * 2) : middle;
+    counts[Math.min(BAND_COUNT - 1, Math.max(0, band))]++;
+  }
+  return counts;
+}
+
+function topHeavyCounts(n) {
+  const weights = [3, 6, 11, 15, 18, 17, 13, 9, 5, 3];
+  const total = weights.reduce((sum, weight) => sum + weight, 0);
+  const counts = weights.map(weight => Math.floor(n * weight / total));
+  let left = n - counts.reduce((sum, count) => sum + count, 0);
+  for (let i = 0; left > 0; i = (i + 1) % BAND_COUNT) { counts[i]++; left--; }
+  return counts;
+}
+
+function ensureCounts() {
+  const n = current.ranked.length;
+  const counts = state.counts;
+  if (Array.isArray(counts) && counts.length === BAND_COUNT
+      && counts.reduce((sum, count) => sum + count, 0) === n) {
+    return;
+  }
+  const hasOld = current.ranked.some(film => Number.isFinite(film.oldRating));
+  state.counts = hasOld ? oldRatingCounts(current.ranked) : evenCounts(n);
+  save();
+}
+
+function setCounts(counts) {
+  state.counts = counts;
+  save();
+  renderResult();
+}
+
+// Moving a boundary takes from, or gives to, the neighbouring bands below it.
+function nudge(band, delta) {
+  const counts = state.counts.slice();
+  if (delta > 0) {
+    let donor = -1;
+    for (let i = band + 1; i < BAND_COUNT; i++) { if (counts[i] > 0) { donor = i; break; } }
+    if (donor < 0) { return; }
+    counts[band]++;
+    counts[donor]--;
+  } else {
+    if (counts[band] === 0) { return; }
+    const target = band + 1 < BAND_COUNT ? band + 1 : band - 1;
+    counts[band]--;
+    counts[target]++;
+  }
+  setCounts(counts);
+}
+
+function setBandCount(band, wanted) {
+  const n = current.ranked.length;
+  const counts = state.counts.slice();
+  const value = Math.max(0, Math.min(n, Math.floor(wanted)));
+  let delta = value - counts[band];
+  counts[band] = value;
+  // Pull the difference from the bands below, then from the bands above.
+  const order = [];
+  for (let i = band + 1; i < BAND_COUNT; i++) { order.push(i); }
+  for (let i = band - 1; i >= 0; i--) { order.push(i); }
+  for (const other of order) {
+    if (delta === 0) { break; }
+    if (delta > 0) {
+      const take = Math.min(delta, counts[other]);
+      counts[other] -= take;
+      delta -= take;
+    } else {
+      counts[other] -= delta;
+      delta = 0;
+    }
+  }
+  if (delta !== 0) { counts[band] -= delta; }
+  setCounts(counts);
+}
+
+function bandOfIndex() {
+  const map = new Array(current.ranked.length);
+  let index = 0;
+  for (let band = 0; band < BAND_COUNT; band++) {
+    for (let i = 0; i < state.counts[band]; i++) { map[index++] = band; }
+  }
+  for (; index < map.length; index++) { map[index] = BAND_COUNT - 1; }
+  return map;
+}
+
+// -- Result
+
+function renderResult() {
+  ensureCounts();
+  const ranked = current.ranked;
+  $("resultTitle").textContent =
+    "Your ranking - " + ranked.length + " films in " + state.answers.length.toLocaleString() + " comparisons";
+  renderBands();
+  renderRanking();
+  show("screenResult");
+}
+
+function renderBands() {
+  const holder = $("bands");
+  holder.innerHTML = "";
+  let start = 1;
+  for (let band = 0; band < BAND_COUNT; band++) {
+    const count = state.counts[band];
+    const cell = document.createElement("div");
+    cell.className = "band-cell";
+
+    const stars = document.createElement("div");
+    stars.className = "stars";
+    stars.textContent = starGlyphs(bandValue(band));
+    const value = document.createElement("span");
+    value.className = "value";
+    value.textContent = " " + formatRating(bandValue(band));
+    stars.appendChild(value);
+
+    const ctrl = document.createElement("div");
+    ctrl.className = "ctrl";
+    const minus = document.createElement("button");
+    minus.textContent = "−";
+    minus.onclick = () => nudge(band, -1);
+    const input = document.createElement("input");
+    input.type = "number";
+    input.min = "0";
+    input.value = String(count);
+    input.onchange = () => setBandCount(band, parseInt(input.value, 10) || 0);
+    const plus = document.createElement("button");
+    plus.textContent = "+";
+    plus.onclick = () => nudge(band, 1);
+    ctrl.appendChild(minus);
+    ctrl.appendChild(input);
+    ctrl.appendChild(plus);
+
+    const range = document.createElement("div");
+    range.className = "range";
+    range.textContent = count > 0 ? "#" + start + " - #" + (start + count - 1) : "empty";
+
+    cell.appendChild(stars);
+    cell.appendChild(ctrl);
+    cell.appendChild(range);
+    holder.appendChild(cell);
+    start += count;
+  }
+}
+
+function renderRanking() {
+  const list = $("ranking");
+  const bands = bandOfIndex();
+  list.innerHTML = "";
+  let lastBand = -1;
+  current.ranked.forEach((film, index) => {
+    if (bands[index] !== lastBand) {
+      lastBand = bands[index];
+      const head = document.createElement("li");
+      head.className = "band-head";
+      const label = document.createElement("span");
+      label.className = "n";
+      label.textContent = formatRating(bandValue(lastBand));
+      const stars = document.createElement("span");
+      stars.textContent = starGlyphs(bandValue(lastBand)) + "  (" + state.counts[lastBand] + ")";
+      head.appendChild(label);
+      head.appendChild(stars);
+      list.appendChild(head);
+    }
+    list.appendChild(rankingRow(film, index));
+  });
+}
+
+function rankingRow(film, index) {
+  const item = document.createElement("li");
+  const number = document.createElement("span");
+  number.className = "n";
+  number.textContent = (index + 1) + ".";
+  const poster = posters[film.uri];
+  let art;
+  if (poster) {
+    art = document.createElement("img");
+    art.src = poster;
+    art.alt = "";
+    art.loading = "lazy";
+  } else {
+    art = document.createElement("span");
+    art.className = "ph";
+  }
+  const label = document.createElement("span");
+  if (film.uri) {
+    const link = document.createElement("a");
+    link.href = film.uri;
+    link.target = "_blank";
+    link.rel = "noreferrer";
+    link.textContent = film.title;
+    label.appendChild(link);
+  } else {
+    label.appendChild(document.createTextNode(film.title));
+  }
+  if (film.year) {
+    const year = document.createElement("span");
+    year.style.color = "var(--muted)";
+    year.textContent = " " + film.year;
+    label.appendChild(year);
+  }
+  item.appendChild(number);
+  item.appendChild(art);
+  item.appendChild(label);
+  return item;
+}
+
+// -- Export
+
+function rankingText() {
+  const bands = bandOfIndex();
+  return current.ranked.map((film, index) =>
+    (index + 1) + ". " + film.title + (film.year ? " (" + film.year + ")" : "")
+    + " - " + formatRating(bandValue(bands[index]))).join("\n");
+}
+
+// Input header and columns, in ranking order, with Rating replaced by the new value.
+function rankingCsv() {
+  const escape = value => /[",\n]/.test(value) ? '"' + value.replace(/"/g, '""') + '"' : value;
+  const head = (state.header || ["Name", "Year", "Letterboxd URI", "Rating"]).slice();
+  let ratingAt = head.findIndex(cell => cell.trim().toLowerCase() === "rating");
+  if (ratingAt < 0) { head.push("Rating"); ratingAt = head.length - 1; }
+  const bands = bandOfIndex();
+  const lines = [head.map(escape).join(",")];
+  current.ranked.forEach((film, index) => {
+    const row = (film.row || [film.title, film.year, film.uri]).slice(0, head.length);
+    while (row.length < head.length) { row.push(""); }
+    row[ratingAt] = formatRating(bandValue(bands[index]));
+    lines.push(row.map(escape).join(","));
+  });
+  return lines.join("\n");
+}
+
+function download(name, text) {
+  const url = URL.createObjectURL(new Blob([text], { type: "text/csv;charset=utf-8" }));
+  const link = document.createElement("a");
+  link.href = url;
+  link.download = name;
+  link.click();
+  setTimeout(() => URL.revokeObjectURL(url), 1000);
+}
+
+function copyText(text) {
+  const fallback = () => {
+    const area = document.createElement("textarea");
+    area.value = text;
+    document.body.appendChild(area);
+    area.select();
+    try { document.execCommand("copy"); } catch (error) { /* nothing else to try */ }
+    area.remove();
+  };
+  if (navigator.clipboard && navigator.clipboard.writeText) {
+    navigator.clipboard.writeText(text).catch(fallback);
+  } else {
+    fallback();
+  }
+  $("copyNote").textContent = "Copied.";
+  setTimeout(() => { $("copyNote").textContent = ""; }, 2000);
+}
+
+// -- Wiring
+
+const serverProbe = detectPosterServer().then(() => {
+  if (hasPosterServer) {
+    $("dropLead").textContent = "Box art is fetched for you, so the csv on its own is enough.";
+    $("posterStatus").textContent = "box art server connected";
+  }
+});
+
+$("pickBtn").onclick = () => $("fileInput").click();
+$("fileInput").onchange = event => handleFiles(event.target.files);
+$("pickA").onclick = () => answer(0);
+$("pickB").onclick = () => answer(1);
+let theme = "dark";
+
+function applyTheme(next) {
+  theme = next;
+  if (theme === "light") {
+    document.documentElement.setAttribute("data-theme", "light");
+  } else {
+    document.documentElement.removeAttribute("data-theme");
+  }
+  $("themeBtn").textContent = theme === "light" ? "Dark mode" : "Light mode";
+  try { localStorage.setItem("lbx-ranker-theme", theme); } catch (error) { /* not important enough to matter */ }
+}
+
+try {
+  applyTheme(localStorage.getItem("lbx-ranker-theme") === "light" ? "light" : "dark");
+} catch (error) {
+  applyTheme("dark");
+}
+$("themeBtn").onclick = () => applyTheme(theme === "light" ? "dark" : "light");
+
+renderSessions();
+
+$("undoBtn").onclick = undo;
+$("listBtn").onclick = () => {
+  const hidden = $("sidebar").classList.toggle("hidden");
+  $("listBtn").textContent = hidden ? "Show list" : "Hide list";
+  try { localStorage.setItem("lbx-ranker-sidebar", hidden ? "hidden" : "shown"); } catch (error) { /* not important enough to matter */ }
+};
+try {
+  if (localStorage.getItem("lbx-ranker-sidebar") === "hidden") { $("listBtn").click(); }
+} catch (error) { /* not important enough to matter */ }
+$("quitBtn").onclick = () => { if (current !== null && current.ranked.length > 1) { renderResult(); } else { show("screenStart"); } };
+$("backBtn").onclick = () => { renderSessions(); show("screenLoad"); };
+$("newBtn").onclick = () => { renderSessions(); show("screenLoad"); };
+$("againBtn").onclick = () => begin(state.key, shuffle(state.items), [], null);
+$("copyBtn").onclick = () => copyText(rankingText());
+$("csvBtn").onclick = () => download("ranked.csv", rankingCsv());
+$("presetEven").onclick = () => setCounts(evenCounts(current.ranked.length));
+$("presetOld").onclick = () => setCounts(oldRatingCounts(current.ranked));
+$("presetTop").onclick = () => setCounts(topHeavyCounts(current.ranked.length));
+
+const drop = $("drop");
+for (const type of ["dragenter", "dragover"]) {
+  drop.addEventListener(type, event => { event.preventDefault(); drop.classList.add("over"); });
+}
+for (const type of ["dragleave", "drop"]) {
+  drop.addEventListener(type, event => { event.preventDefault(); drop.classList.remove("over"); });
+}
+drop.addEventListener("drop", event => { if (event.dataTransfer) { handleFiles(event.dataTransfer.files); } });
+window.addEventListener("dragover", event => event.preventDefault());
+window.addEventListener("drop", event => event.preventDefault());
+
+document.addEventListener("keydown", event => {
+  if ($("screenCompare").classList.contains("active") === false) { return; }
+  if (event.key === "1" || event.key === "ArrowLeft") { event.preventDefault(); answer(0); }
+  else if (event.key === "2" || event.key === "ArrowRight") { event.preventDefault(); answer(1); }
+  else if (event.key === "u" || event.key === "U" || event.key === "Backspace") { event.preventDefault(); undo(); }
+});
+</script>
+</body>
+</html>
diff --git a/sample.csv b/sample.csv
new file mode 100644
index 0000000..bed0f20
--- /dev/null
+++ b/sample.csv
@@ -0,0 +1,9 @@
+Date,Name,Year,Letterboxd URI,Rating
+2024-08-15,Indiana Jones and the Dial of Destiny,2023,https://boxd.it/b8vM,3
+2024-08-15,No Time to Die,2021,https://boxd.it/cPX2,3
+2024-08-15,The Queen's Gambit,2020,https://boxd.it/s1Ym,3
+2024-08-15,Tenet,2020,https://boxd.it/leq4,3
+2024-08-15,Star Wars: The Rise of Skywalker,2019,https://boxd.it/5xlK,1
+2024-08-15,Joker,2019,https://boxd.it/h4cS,3.5
+2024-08-15,Ford v Ferrari,2019,https://boxd.it/ce74,4
+2024-08-15,Uncut Gems,2019,https://boxd.it/gXGc,3.5
diff --git a/serve.py b/serve.py
new file mode 100644
index 0000000..b6bb713
--- /dev/null
+++ b/serve.py
@@ -0,0 +1,145 @@
+#!/usr/bin/env python3
+"""Serve ranker.html on localhost and resolve Letterboxd posters for it.
+
+Usage:
+    python serve.py [--port 8731] [--no-browser]
+
+The page cannot fetch letterboxd.com itself: a browser blocks it as a cross-origin
+request. This server does the fetching, so dropping a ratings.csv onto the page is
+enough. Resolved posters are cached in posters.json, which the standalone page also
+accepts if you would rather open ranker.html directly.
+"""
+
+import argparse
+import json
+import os
+import socket
+import threading
+import webbrowser
+from concurrent.futures import ThreadPoolExecutor
+from http.server import SimpleHTTPRequestHandler, ThreadingHTTPServer
+
+import fetch_posters
+
+ROOT = os.path.dirname(os.path.abspath(__file__))
+CACHE_PATH = os.path.join(ROOT, "posters.json")
+MAX_URIS_PER_REQUEST = 60
+
+cache = {}
+cache_lock = threading.Lock()
+
+
+def resolve(uris):
+    wanted = []
+    with cache_lock:
+        for uri in uris:
+            if uri not in cache and uri not in wanted:
+                wanted.append(uri)
+
+    if wanted:
+        with ThreadPoolExecutor(max_workers=fetch_posters.WORKERS) as pool:
+            found = list(pool.map(fetch_posters.fetch_poster, wanted))
+        with cache_lock:
+            for uri, poster in zip(wanted, found):
+                cache[uri] = poster
+            fetch_posters.save_cache(CACHE_PATH, cache)
+        hits = len([poster for poster in found if poster])
+        print("  resolved %d of %d" % (hits, len(wanted)))
+
+    with cache_lock:
+        return {uri: cache.get(uri) for uri in uris}
+
+
+# Windows would happily let a second process bind a port that is already being served, so
+# ask whether anyone answers there first. Refusing to reuse the address would catch that too,
+# but it also blocks the port for a couple of minutes after a restart, and moving to another
+# port loses the saved progress, which belongs to the original one.
+def port_in_use(port):
+    probe = socket.socket()
+    probe.settimeout(0.4)
+    try:
+        return probe.connect_ex(("127.0.0.1", port)) == 0
+    finally:
+        probe.close()
+
+
+class Handler(SimpleHTTPRequestHandler):
+    def __init__(self, *args, **kwargs):
+        super().__init__(*args, directory=ROOT, **kwargs)
+
+    def send_json(self, payload, status=200):
+        body = json.dumps(payload).encode("utf-8")
+        self.send_response(status)
+        self.send_header("Content-Type", "application/json")
+        self.send_header("Content-Length", str(len(body)))
+        self.end_headers()
+        self.wfile.write(body)
+
+    def do_GET(self):
+        if self.path == "/api/health":
+            self.send_json({"ok": True, "cached": len(cache)})
+            return
+        if self.path == "/":
+            self.path = "/ranker.html"
+        super().do_GET()
+
+    def do_POST(self):
+        if self.path != "/api/posters":
+            self.send_error(404)
+            return
+        try:
+            length = int(self.headers.get("Content-Length", "0"))
+            payload = json.loads(self.rfile.read(length).decode("utf-8"))
+            uris = [uri for uri in payload.get("uris", []) if isinstance(uri, str) and uri.strip()]
+        except (ValueError, TypeError) as error:
+            self.send_json({"error": str(error)}, 400)
+            return
+        self.send_json(resolve(uris[:MAX_URIS_PER_REQUEST]))
+
+    def log_message(self, fmt, *args):
+        pass
+
+
+def main():
+    parser = argparse.ArgumentParser(description=__doc__)
+    # Above the common dev ports and below the 49152 ephemeral range, so nothing
+    # should take it. Progress is saved per origin, so keep this stable: on another
+    # port the browser treats the page as a different site and offers no resume.
+    parser.add_argument("--port", type=int, default=8791)
+    parser.add_argument("--no-browser", action="store_true")
+    args = parser.parse_args()
+
+    global cache
+    cache = fetch_posters.load_cache(CACHE_PATH)
+
+    server = None
+    for port in range(args.port, args.port + 10):
+        if port_in_use(port):
+            print("Port %d is already serving something, trying %d." % (port, port + 1))
+            print("Saved progress belongs to port %d, so it will not be offered here." % args.port)
+            continue
+        try:
+            server = ThreadingHTTPServer(("127.0.0.1", port), Handler)
+            break
+        except OSError as error:
+            print("Port %d could not be opened (%s), trying %d." % (port, error, port + 1))
+    if server is None:
+        print("Could not find a free port from %d to %d." % (args.port, args.port + 9))
+        return
+
+    url = "http://127.0.0.1:%d/" % port
+    print("Letterboxd Pairwise Ranker at %s" % url)
+    print("%d posters already cached in %s" % (len([v for v in cache.values() if v]), CACHE_PATH))
+    print("Drop your ratings.csv onto the page. Ctrl+C to stop.")
+    if not args.no_browser:
+        webbrowser.open(url)
+    try:
+        server.serve_forever()
+    except KeyboardInterrupt:
+        print("\nStopped.")
+    finally:
+        server.server_close()
+
+
+if __name__ == "__main__":
+    main()