Kartenfeature: Geoparsing + Leaflet-Karte im Dashboard

- Neues Geoparsing-Modul (spaCy NER + geonamescache/Nominatim)
- article_locations-Tabelle mit Migration
- Pipeline-Integration nach Artikel-Speicherung
- API-Endpunkt GET /incidents/{id}/locations
- Leaflet.js + MarkerCluster im Dashboard-Grid
- Theme-aware Kartenkacheln (CartoDB dark / OSM light)
- Gold-Akzent MarkerCluster, Popup mit Artikelliste

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

requirements.txt

@@ -9,3 +9,6 @@ apscheduler==3.10.4
 websockets
 python-multipart
 aiosmtplib
+spacy>=3.7,<4.0
+geonamescache>=2.0
+geopy>=2.4

src/agents/geoparsing.py

@@ -0,0 +1,287 @@
+"""Geoparsing-Modul: NER-basierte Ortsextraktion und Geocoding fuer Artikel."""
+import asyncio
+import logging
+import re
+from typing import Optional
+
+logger = logging.getLogger("osint.geoparsing")
+
+# Lazy-loaded spaCy-Modelle (erst beim ersten Aufruf geladen)
+_nlp_de = None
+_nlp_en = None
+
+# Stopwords: Entitaeten die von spaCy faelschlicherweise als Orte erkannt werden
+LOCATION_STOPWORDS = {
+    "EU", "UN", "NATO", "WHO", "OSZE", "OPEC", "G7", "G20", "BRICS",
+    "Nato", "Eu", "Un", "Onu",
+    "Bundesregierung", "Bundestag", "Bundesrat", "Bundeskanzler",
+    "Kreml", "Weisses Haus", "White House", "Pentagon", "Elysee",
+    "Twitter", "Facebook", "Telegram", "Signal", "WhatsApp",
+    "Reuters", "AP", "AFP", "DPA", "dpa",
+    "Internet", "Online", "Web",
+}
+
+# Maximale Textlaenge fuer NER-Verarbeitung
+MAX_TEXT_LENGTH = 10000
+
+
+def _load_spacy_model(lang: str):
+    """Laedt ein spaCy-Modell lazy (nur beim ersten Aufruf)."""
+    global _nlp_de, _nlp_en
+    try:
+        import spacy
+    except ImportError:
+        logger.error("spaCy nicht installiert - pip install spacy")
+        return None
+
+    if lang == "de" and _nlp_de is None:
+        try:
+            _nlp_de = spacy.load("de_core_news_sm", disable=["parser", "lemmatizer", "textcat"])
+            logger.info("spaCy-Modell de_core_news_sm geladen")
+        except OSError:
+            logger.warning("spaCy-Modell de_core_news_sm nicht gefunden - python -m spacy download de_core_news_sm")
+            return None
+    elif lang == "en" and _nlp_en is None:
+        try:
+            _nlp_en = spacy.load("en_core_web_sm", disable=["parser", "lemmatizer", "textcat"])
+            logger.info("spaCy-Modell en_core_web_sm geladen")
+        except OSError:
+            logger.warning("spaCy-Modell en_core_web_sm nicht gefunden - python -m spacy download en_core_web_sm")
+            return None
+
+    return _nlp_de if lang == "de" else _nlp_en
+
+
+def _extract_locations_from_text(text: str, language: str = "de") -> list[dict]:
+    """Extrahiert Ortsnamen aus Text via spaCy NER.
+
+    Returns:
+        Liste von dicts: [{name: str, source_text: str}]
+    """
+    if not text:
+        return []
+
+    text = text[:MAX_TEXT_LENGTH]
+
+    nlp = _load_spacy_model(language)
+    if nlp is None:
+        # Fallback: anderes Modell versuchen
+        fallback = "en" if language == "de" else "de"
+        nlp = _load_spacy_model(fallback)
+        if nlp is None:
+            return []
+
+    doc = nlp(text)
+
+    locations = []
+    seen = set()
+    for ent in doc.ents:
+        if ent.label_ in ("LOC", "GPE"):
+            name = ent.text.strip()
+            # Filter: zu kurz, Stopword, oder nur Zahlen/Sonderzeichen
+            if len(name) < 2:
+                continue
+            if name in LOCATION_STOPWORDS:
+                continue
+            if re.match(r'^[\d\W]+$', name):
+                continue
+
+            name_lower = name.lower()
+            if name_lower not in seen:
+                seen.add(name_lower)
+                # Kontext: 50 Zeichen um die Entitaet herum
+                start = max(0, ent.start_char - 25)
+                end = min(len(text), ent.end_char + 25)
+                source_text = text[start:end].strip()
+                locations.append({"name": name, "source_text": source_text})
+
+    return locations
+
+
+# Geocoding-Cache (in-memory, lebt solange der Prozess laeuft)
+_geocode_cache: dict[str, Optional[dict]] = {}
+
+# geonamescache-Instanz (lazy)
+_gc = None
+
+
+def _get_geonamescache():
+    """Laedt geonamescache lazy."""
+    global _gc
+    if _gc is None:
+        try:
+            import geonamescache
+            _gc = geonamescache.GeonamesCache()
+            logger.info("geonamescache geladen")
+        except ImportError:
+            logger.error("geonamescache nicht installiert - pip install geonamescache")
+            return None
+    return _gc
+
+
+def _geocode_location(name: str) -> Optional[dict]:
+    """Geocoded einen Ortsnamen. Offline via geonamescache, Fallback Nominatim.
+
+    Returns:
+        dict mit {lat, lon, country_code, normalized_name, confidence} oder None
+    """
+    name_lower = name.lower().strip()
+    if name_lower in _geocode_cache:
+        return _geocode_cache[name_lower]
+
+    result = _geocode_offline(name)
+    if result is None:
+        result = _geocode_nominatim(name)
+
+    _geocode_cache[name_lower] = result
+    return result
+
+
+def _geocode_offline(name: str) -> Optional[dict]:
+    """Versucht Geocoding ueber geonamescache (offline)."""
+    gc = _get_geonamescache()
+    if gc is None:
+        return None
+
+    name_lower = name.lower().strip()
+
+    # 1. Direkte Suche in Staedten
+    cities = gc.get_cities()
+    matches = []
+    for gid, city in cities.items():
+        city_name = city.get("name", "")
+        alt_names = city.get("alternatenames", "")
+        if city_name.lower() == name_lower:
+            matches.append(city)
+        elif name_lower in [n.strip().lower() for n in alt_names.split(",") if n.strip()]:
+            matches.append(city)
+
+    if matches:
+        # Disambiguierung: groesste Stadt gewinnt
+        best = max(matches, key=lambda c: c.get("population", 0))
+        return {
+            "lat": float(best["latitude"]),
+            "lon": float(best["longitude"]),
+            "country_code": best.get("countrycode", ""),
+            "normalized_name": best["name"],
+            "confidence": min(1.0, 0.6 + (best.get("population", 0) / 10_000_000)),
+        }
+
+    # 2. Laendersuche
+    countries = gc.get_countries()
+    for code, country in countries.items():
+        if country.get("name", "").lower() == name_lower:
+            # Hauptstadt-Koordinaten als Fallback
+            capital = country.get("capital", "")
+            if capital:
+                cap_result = _geocode_offline(capital)
+                if cap_result:
+                    cap_result["normalized_name"] = country["name"]
+                    cap_result["confidence"] = 0.5  # Land, nicht Stadt
+                    return cap_result
+
+    return None
+
+
+def _geocode_nominatim(name: str) -> Optional[dict]:
+    """Fallback-Geocoding ueber Nominatim (1 Request/Sekunde)."""
+    try:
+        from geopy.geocoders import Nominatim
+        from geopy.exc import GeocoderTimedOut, GeocoderServiceError
+    except ImportError:
+        return None
+
+    try:
+        geocoder = Nominatim(user_agent="aegissight-monitor/1.0", timeout=5)
+        location = geocoder.geocode(name, language="de", exactly_one=True)
+        if location:
+            # Country-Code aus Address extrahieren falls verfuegbar
+            raw = location.raw or {}
+            country_code = ""
+            if "address" in raw:
+                country_code = raw["address"].get("country_code", "").upper()
+
+            return {
+                "lat": float(location.latitude),
+                "lon": float(location.longitude),
+                "country_code": country_code,
+                "normalized_name": location.address.split(",")[0] if location.address else name,
+                "confidence": 0.4,  # Nominatim-Ergebnis = niedrigere Konfidenz
+            }
+    except (GeocoderTimedOut, GeocoderServiceError) as e:
+        logger.debug(f"Nominatim-Fehler fuer '{name}': {e}")
+    except Exception as e:
+        logger.debug(f"Geocoding-Fehler fuer '{name}': {e}")
+
+    return None
+
+
+async def geoparse_articles(articles: list[dict]) -> dict[int, list[dict]]:
+    """Geoparsing fuer eine Liste von Artikeln.
+
+    Args:
+        articles: Liste von Artikel-Dicts (mit id, content_de, content_original, language, headline, headline_de)
+
+    Returns:
+        dict[article_id -> list[{location_name, location_name_normalized, country_code, lat, lon, confidence, source_text}]]
+    """
+    if not articles:
+        return {}
+
+    result = {}
+
+    for article in articles:
+        article_id = article.get("id")
+        if not article_id:
+            continue
+
+        language = article.get("language", "de")
+
+        # Text zusammenbauen: Headline + Content
+        text_parts = []
+        if language == "de":
+            if article.get("headline_de"):
+                text_parts.append(article["headline_de"])
+            elif article.get("headline"):
+                text_parts.append(article["headline"])
+            if article.get("content_de"):
+                text_parts.append(article["content_de"])
+            elif article.get("content_original"):
+                text_parts.append(article["content_original"])
+        else:
+            if article.get("headline"):
+                text_parts.append(article["headline"])
+            if article.get("content_original"):
+                text_parts.append(article["content_original"])
+
+        text = "\n".join(text_parts)
+        if not text.strip():
+            continue
+
+        # NER-Extraktion (CPU-bound, in Thread ausfuehren)
+        locations_raw = await asyncio.to_thread(
+            _extract_locations_from_text, text, language
+        )
+
+        if not locations_raw:
+            continue
+
+        # Geocoding (enthaelt potentiell Netzwerk-Calls)
+        locations = []
+        for loc in locations_raw:
+            geo = await asyncio.to_thread(_geocode_location, loc["name"])
+            if geo:
+                locations.append({
+                    "location_name": loc["name"],
+                    "location_name_normalized": geo["normalized_name"],
+                    "country_code": geo["country_code"],
+                    "lat": geo["lat"],
+                    "lon": geo["lon"],
+                    "confidence": geo["confidence"],
+                    "source_text": loc.get("source_text", ""),
+                })
+
+        if locations:
+            result[article_id] = locations
+
+    return result

src/agents/orchestrator.py

@@ -708,6 +708,31 @@ class AgentOrchestrator:
 
             await db.commit()
 
+            # Geoparsing: Orte aus neuen Artikeln extrahieren und speichern
+            if new_articles_for_analysis:
+                try:
+                    from agents.geoparsing import geoparse_articles
+                    logger.info(f"Geoparsing fuer {len(new_articles_for_analysis)} neue Artikel...")
+                    geo_results = await geoparse_articles(new_articles_for_analysis)
+                    geo_count = 0
+                    for art_id, locations in geo_results.items():
+                        for loc in locations:
+                            await db.execute(
+                                """INSERT INTO article_locations
+                                   (article_id, incident_id, location_name, location_name_normalized,
+                                    country_code, latitude, longitude, confidence, source_text, tenant_id)
+                                   VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?)""",
+                                (art_id, incident_id, loc["location_name"], loc["location_name_normalized"],
+                                 loc["country_code"], loc["lat"], loc["lon"], loc["confidence"],
+                                 loc.get("source_text", ""), tenant_id),
+                            )
+                            geo_count += 1
+                    if geo_count > 0:
+                        await db.commit()
+                        logger.info(f"Geoparsing: {geo_count} Orte aus {len(geo_results)} Artikeln gespeichert")
+                except Exception as e:
+                    logger.warning(f"Geoparsing fehlgeschlagen (Pipeline laeuft weiter): {e}")
+
             # Quellen-Statistiken aktualisieren
             if new_count > 0:
                 try:

src/database.py

@@ -167,6 +167,22 @@ CREATE TABLE IF NOT EXISTS incident_subscriptions (
     created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
     UNIQUE(user_id, incident_id)
 );
+
+CREATE TABLE IF NOT EXISTS article_locations (
+    id INTEGER PRIMARY KEY AUTOINCREMENT,
+    article_id INTEGER REFERENCES articles(id) ON DELETE CASCADE,
+    incident_id INTEGER REFERENCES incidents(id) ON DELETE CASCADE,
+    location_name TEXT NOT NULL,
+    location_name_normalized TEXT,
+    country_code TEXT,
+    latitude REAL NOT NULL,
+    longitude REAL NOT NULL,
+    confidence REAL DEFAULT 0.0,
+    source_text TEXT,
+    tenant_id INTEGER REFERENCES organizations(id)
+);
+CREATE INDEX IF NOT EXISTS idx_article_locations_incident ON article_locations(incident_id);
+CREATE INDEX IF NOT EXISTS idx_article_locations_article ON article_locations(article_id);
 """
 
 
@@ -366,6 +382,29 @@ async def init_db():
             except Exception:
                 pass
 
+        # Migration: article_locations-Tabelle (fuer bestehende DBs)
+        cursor = await db.execute("SELECT name FROM sqlite_master WHERE type='table' AND name='article_locations'")
+        if not await cursor.fetchone():
+            await db.executescript("""
+                CREATE TABLE IF NOT EXISTS article_locations (
+                    id INTEGER PRIMARY KEY AUTOINCREMENT,
+                    article_id INTEGER REFERENCES articles(id) ON DELETE CASCADE,
+                    incident_id INTEGER REFERENCES incidents(id) ON DELETE CASCADE,
+                    location_name TEXT NOT NULL,
+                    location_name_normalized TEXT,
+                    country_code TEXT,
+                    latitude REAL NOT NULL,
+                    longitude REAL NOT NULL,
+                    confidence REAL DEFAULT 0.0,
+                    source_text TEXT,
+                    tenant_id INTEGER REFERENCES organizations(id)
+                );
+                CREATE INDEX IF NOT EXISTS idx_article_locations_incident ON article_locations(incident_id);
+                CREATE INDEX IF NOT EXISTS idx_article_locations_article ON article_locations(article_id);
+            """)
+            await db.commit()
+            logger.info("Migration: article_locations-Tabelle erstellt")
+
         # Verwaiste running-Eintraege beim Start als error markieren (aelter als 15 Min)
         await db.execute(
             """UPDATE refresh_log SET status = 'error', error_message = 'Verwaist beim Neustart',

src/routers/incidents.py

@@ -271,6 +271,55 @@ async def get_factchecks(
     return [dict(row) for row in rows]
 
 
+@router.get("/{incident_id}/locations")
+async def get_locations(
+    incident_id: int,
+    current_user: dict = Depends(get_current_user),
+    db: aiosqlite.Connection = Depends(db_dependency),
+):
+    """Geografische Orte einer Lage abrufen (aggregiert nach Ort)."""
+    tenant_id = current_user.get("tenant_id")
+    await _check_incident_access(db, incident_id, current_user["id"], tenant_id)
+    cursor = await db.execute(
+        """SELECT al.location_name, al.location_name_normalized, al.country_code,
+                  al.latitude, al.longitude, al.confidence,
+                  a.id as article_id, a.headline, a.headline_de, a.source, a.source_url
+           FROM article_locations al
+           JOIN articles a ON a.id = al.article_id
+           WHERE al.incident_id = ?
+           ORDER BY al.location_name_normalized, a.collected_at DESC""",
+        (incident_id,),
+    )
+    rows = await cursor.fetchall()
+
+    # Aggregierung nach normalisiertem Ortsnamen + Koordinaten
+    loc_map = {}
+    for row in rows:
+        row = dict(row)
+        key = (row["location_name_normalized"] or row["location_name"], round(row["latitude"], 2), round(row["longitude"], 2))
+        if key not in loc_map:
+            loc_map[key] = {
+                "location_name": row["location_name_normalized"] or row["location_name"],
+                "lat": row["latitude"],
+                "lon": row["longitude"],
+                "country_code": row["country_code"],
+                "confidence": row["confidence"],
+                "article_count": 0,
+                "articles": [],
+            }
+        loc_map[key]["article_count"] += 1
+        # Maximal 10 Artikel pro Ort mitliefern
+        if len(loc_map[key]["articles"]) < 10:
+            loc_map[key]["articles"].append({
+                "id": row["article_id"],
+                "headline": row["headline_de"] or row["headline"],
+                "source": row["source"],
+                "source_url": row["source_url"],
+            })
+
+    return list(loc_map.values())
+
+
 @router.get("/{incident_id}/refresh-log")
 async def get_refresh_log(
     incident_id: int,

src/static/css/style.css

@@ -4142,3 +4142,174 @@ a:hover {
         color: black !important;
     }
 }
+
+/* === Karten-Kachel (Leaflet) === */
+.map-card {
+    display: flex;
+    flex-direction: column;
+    height: 100%;
+}
+.map-card .card-header {
+    flex-shrink: 0;
+}
+.map-stats {
+    font-size: 12px;
+    color: var(--text-secondary);
+    font-family: var(--font-body);
+}
+.map-container {
+    flex: 1;
+    min-height: 200px;
+    position: relative;
+    z-index: 1;
+}
+.map-empty {
+    display: flex;
+    align-items: center;
+    justify-content: center;
+    height: 100%;
+    min-height: 200px;
+    color: var(--text-tertiary);
+    font-size: 13px;
+    font-family: var(--font-body);
+}
+
+/* Leaflet-Popup-Overrides */
+.map-popup-container .leaflet-popup-content-wrapper {
+    background: var(--bg-card);
+    color: var(--text-primary);
+    border: 1px solid var(--border);
+    border-radius: var(--radius-lg);
+    box-shadow: var(--shadow-md);
+}
+.map-popup-container .leaflet-popup-tip {
+    background: var(--bg-card);
+    border: 1px solid var(--border);
+}
+.map-popup-container .leaflet-popup-content {
+    margin: 10px 12px;
+    font-family: var(--font-body);
+    font-size: 13px;
+    line-height: 1.5;
+}
+.map-popup-container .leaflet-popup-close-button {
+    color: var(--text-secondary);
+}
+.map-popup-container .leaflet-popup-close-button:hover {
+    color: var(--text-primary);
+}
+.map-popup-title {
+    font-weight: 600;
+    font-family: var(--font-title);
+    font-size: 14px;
+    margin-bottom: 2px;
+}
+.map-popup-cc {
+    font-size: 10px;
+    color: var(--text-secondary);
+    font-weight: 400;
+    text-transform: uppercase;
+}
+.map-popup-count {
+    font-size: 11px;
+    color: var(--text-secondary);
+    margin-bottom: 6px;
+}
+.map-popup-articles {
+    display: flex;
+    flex-direction: column;
+    gap: 4px;
+}
+.map-popup-article {
+    display: block;
+    font-size: 12px;
+    color: var(--text-primary);
+    text-decoration: none;
+    padding: 3px 0;
+    border-top: 1px solid var(--border);
+    line-height: 1.4;
+}
+a.map-popup-article:hover {
+    color: var(--accent);
+}
+.map-popup-source {
+    color: var(--text-secondary);
+    font-size: 11px;
+}
+.map-popup-more {
+    font-size: 11px;
+    color: var(--text-secondary);
+    font-style: italic;
+    padding-top: 4px;
+    border-top: 1px solid var(--border);
+}
+
+/* MarkerCluster in Gold-Akzent */
+.map-cluster {
+    background: rgba(200, 168, 81, 0.25);
+    border-radius: 50%;
+}
+.map-cluster div {
+    width: 30px;
+    height: 30px;
+    margin: 5px;
+    background: var(--accent);
+    border-radius: 50%;
+    display: flex;
+    align-items: center;
+    justify-content: center;
+}
+.map-cluster span {
+    font-family: var(--font-body);
+    font-size: 12px;
+    font-weight: 600;
+    color: #0B1121;
+}
+.map-cluster-medium div {
+    width: 36px;
+    height: 36px;
+    margin: 2px;
+}
+.map-cluster-medium span {
+    font-size: 13px;
+}
+.map-cluster-large div {
+    width: 44px;
+    height: 44px;
+    margin: -2px;
+}
+.map-cluster-large span {
+    font-size: 14px;
+}
+
+/* Leaflet Controls: Dark-Theme */
+.leaflet-control-zoom a {
+    background-color: var(--bg-card) !important;
+    color: var(--text-primary) !important;
+    border-color: var(--border) !important;
+}
+.leaflet-control-zoom a:hover {
+    background-color: var(--bg-hover) !important;
+}
+.leaflet-control-attribution {
+    background: rgba(11, 17, 33, 0.7) !important;
+    color: var(--text-secondary) !important;
+    font-size: 10px !important;
+}
+.leaflet-control-attribution a {
+    color: var(--text-secondary) !important;
+}
+
+/* Light-Theme Karten-Overrides */
+[data-theme="light"] .leaflet-control-zoom a {
+    background-color: #fff !important;
+    color: #333 !important;
+    border-color: #ccc !important;
+}
+[data-theme="light"] .leaflet-control-attribution {
+    background: rgba(255, 255, 255, 0.7) !important;
+    color: #666 !important;
+}
+[data-theme="light"] .map-cluster span {
+    color: #fff;
+}

src/static/dashboard.html

@@ -13,7 +13,10 @@
     <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
     <link href="https://fonts.googleapis.com/css2?family=Poppins:wght@400;500;600;700&display=swap" rel="stylesheet">
     <link href="https://cdn.jsdelivr.net/npm/gridstack@12/dist/gridstack.min.css" rel="stylesheet">
-    <link rel="stylesheet" href="/static/css/style.css?v=20260304b">
+    <link rel="stylesheet" href="https://unpkg.com/leaflet@1.9.4/dist/leaflet.css" integrity="sha256-p4NxAoJBhIIN+hmNHrzRCf9tD/miZyoHS5obTRR9BMY=" crossorigin="">
+    <link rel="stylesheet" href="https://unpkg.com/leaflet.markercluster@1.5.3/dist/MarkerCluster.css">
+    <link rel="stylesheet" href="https://unpkg.com/leaflet.markercluster@1.5.3/dist/MarkerCluster.Default.css">
+    <link rel="stylesheet" href="/static/css/style.css?v=20260304c">
 </head>
 <body>
     <a href="#main-content" class="skip-link">Zum Hauptinhalt springen</a>
@@ -179,6 +182,7 @@
                         <button class="layout-toggle-btn active" data-tile="faktencheck" onclick="LayoutManager.toggleTile('faktencheck')" aria-pressed="true">Faktencheck</button>
                         <button class="layout-toggle-btn active" data-tile="quellen" onclick="LayoutManager.toggleTile('quellen')" aria-pressed="true">Quellen</button>
                         <button class="layout-toggle-btn active" data-tile="timeline" onclick="LayoutManager.toggleTile('timeline')" aria-pressed="true">Timeline</button>
+                        <button class="layout-toggle-btn active" data-tile="karte" onclick="LayoutManager.toggleTile('karte')" aria-pressed="true">Karte</button>
                     </div>
                     <button class="btn btn-secondary btn-small" onclick="LayoutManager.reset()">Layout zurücksetzen</button>
                 </div>
@@ -255,6 +259,20 @@
                             </div>
                         </div>
                     </div>
+
+                    <div class="grid-stack-item" gs-id="karte" gs-x="0" gs-y="9" gs-w="12" gs-h="4" gs-min-w="6" gs-min-h="3">
+                        <div class="grid-stack-item-content">
+                            <div class="card map-card">
+                                <div class="card-header">
+                                    <div class="card-title">Geografische Verteilung</div>
+                                    <span class="map-stats" id="map-stats"></span>
+                                </div>
+                                <div class="map-container" id="map-container">
+                                    <div class="map-empty" id="map-empty">Keine Orte erkannt</div>
+                                </div>
+                            </div>
+                        </div>
+                    </div>
                 </div>
 
                 <!-- Parkplatz für ausgeblendete Kacheln -->
@@ -539,10 +557,12 @@
     <div class="toast-container" id="toast-container" aria-live="polite" aria-atomic="true"></div>
 
     <script src="https://cdn.jsdelivr.net/npm/gridstack@12/dist/gridstack-all.js"></script>
-    <script src="/static/js/api.js?v=20260304a"></script>
+    <script src="https://unpkg.com/leaflet@1.9.4/dist/leaflet.js" integrity="sha256-20nQCchB9co0qIjJZRGuk2/Z9VM+kNiyxNV1lvTlZBo=" crossorigin=""></script>
-    <script src="/static/js/ws.js?v=20260304a"></script>
+    <script src="https://unpkg.com/leaflet.markercluster@1.5.3/dist/leaflet.markercluster.js"></script>
-    <script src="/static/js/components.js?v=20260304a"></script>
+    <script src="/static/js/api.js?v=20260304c"></script>
-    <script src="/static/js/layout.js?v=20260304a"></script>
+    <script src="/static/js/ws.js?v=20260304c"></script>
-    <script src="/static/js/app.js?v=20260304a"></script>
+    <script src="/static/js/components.js?v=20260304c"></script>
+    <script src="/static/js/layout.js?v=20260304c"></script>
+    <script src="/static/js/app.js?v=20260304c"></script>
 </body>
 </html>

src/static/js/api.js

@@ -102,6 +102,10 @@ const API = {
         return this._request('GET', `/incidents/${incidentId}/snapshots`);
     },
 
+    getLocations(incidentId) {
+        return this._request('GET', `/incidents/${incidentId}/locations`);
+    },
+
     refreshIncident(id) {
         return this._request('POST', `/incidents/${id}/refresh`);
     },

src/static/js/app.js

@@ -19,6 +19,7 @@ const ThemeManager = {
         document.documentElement.setAttribute('data-theme', next);
         localStorage.setItem(this._key, next);
         this._updateIcon(next);
+        UI.updateMapTheme();
     },
     _updateIcon(theme) {
         const btn = document.getElementById('theme-toggle');
@@ -589,20 +590,21 @@ const App = {
 
     async loadIncidentDetail(id) {
         try {
-            const [incident, articles, factchecks, snapshots] = await Promise.all([
+            const [incident, articles, factchecks, snapshots, locations] = await Promise.all([
                 API.getIncident(id),
                 API.getArticles(id),
                 API.getFactChecks(id),
                 API.getSnapshots(id),
+                API.getLocations(id).catch(() => []),
             ]);
 
-            this.renderIncidentDetail(incident, articles, factchecks, snapshots);
+            this.renderIncidentDetail(incident, articles, factchecks, snapshots, locations);
         } catch (err) {
             UI.showToast('Fehler beim Laden: ' + err.message, 'error');
         }
     },
 
-    renderIncidentDetail(incident, articles, factchecks, snapshots) {
+    renderIncidentDetail(incident, articles, factchecks, snapshots, locations) {
         // Header Strip
         document.getElementById('incident-title').textContent = incident.title;
         document.getElementById('incident-description').textContent = incident.description || '';
@@ -726,6 +728,9 @@ const App = {
         });
         this.rerenderTimeline();
         this._resizeTimelineTile();
+
+        // Karte rendern
+        UI.renderMap(locations || []);
     },
 
     _collectEntries(filterType, searchTerm, range) {

src/static/js/components.js

@@ -596,6 +596,133 @@ const UI = {
             return url.length > 50 ? url.substring(0, 47) + '...' : url;
         }
     },
+    /**
+     * Leaflet-Karte mit Locations rendern.
+     */
+    _map: null,
+    _mapCluster: null,
+
+    renderMap(locations) {
+        const container = document.getElementById('map-container');
+        const emptyEl = document.getElementById('map-empty');
+        const statsEl = document.getElementById('map-stats');
+        if (!container) return;
+
+        if (!locations || locations.length === 0) {
+            if (emptyEl) emptyEl.style.display = 'flex';
+            if (statsEl) statsEl.textContent = '';
+            if (this._map) {
+                this._map.remove();
+                this._map = null;
+                this._mapCluster = null;
+            }
+            return;
+        }
+
+        if (emptyEl) emptyEl.style.display = 'none';
+
+        // Statistik
+        const totalArticles = locations.reduce((s, l) => s + l.article_count, 0);
+        if (statsEl) statsEl.textContent = `${locations.length} Orte / ${totalArticles} Artikel`;
+
+        // Karte initialisieren oder updaten
+        if (!this._map) {
+            this._map = L.map(container, {
+                zoomControl: true,
+                attributionControl: true,
+            }).setView([51.1657, 10.4515], 5); // Deutschland-Zentrum
+
+            this._applyMapTiles();
+            this._mapCluster = L.markerClusterGroup({
+                maxClusterRadius: 40,
+                iconCreateFunction: function(cluster) {
+                    const count = cluster.getChildCount();
+                    let size = 'small';
+                    if (count >= 10) size = 'medium';
+                    if (count >= 50) size = 'large';
+                    return L.divIcon({
+                        html: '<div><span>' + count + '</span></div>',
+                        className: 'map-cluster map-cluster-' + size,
+                        iconSize: L.point(40, 40),
+                    });
+                },
+            });
+            this._map.addLayer(this._mapCluster);
+        } else {
+            this._mapCluster.clearLayers();
+        }
+
+        // Marker hinzufuegen
+        const bounds = [];
+        locations.forEach(loc => {
+            const marker = L.marker([loc.lat, loc.lon]);
+
+            // Popup-Inhalt
+            let popupHtml = `<div class="map-popup">`;
+            popupHtml += `<div class="map-popup-title">${this.escape(loc.location_name)}`;
+            if (loc.country_code) popupHtml += ` <span class="map-popup-cc">${this.escape(loc.country_code)}</span>`;
+            popupHtml += `</div>`;
+            popupHtml += `<div class="map-popup-count">${loc.article_count} Artikel</div>`;
+            popupHtml += `<div class="map-popup-articles">`;
+            const maxShow = 5;
+            loc.articles.slice(0, maxShow).forEach(art => {
+                const headline = this.escape(art.headline || 'Ohne Titel');
+                const source = this.escape(art.source || '');
+                if (art.source_url) {
+                    popupHtml += `<a href="${this.escape(art.source_url)}" target="_blank" rel="noopener" class="map-popup-article">${headline} <span class="map-popup-source">${source}</span></a>`;
+                } else {
+                    popupHtml += `<div class="map-popup-article">${headline} <span class="map-popup-source">${source}</span></div>`;
+                }
+            });
+            if (loc.articles.length > maxShow) {
+                popupHtml += `<div class="map-popup-more">+${loc.articles.length - maxShow} weitere</div>`;
+            }
+            popupHtml += `</div></div>`;
+
+            marker.bindPopup(popupHtml, { maxWidth: 300, className: 'map-popup-container' });
+            this._mapCluster.addLayer(marker);
+            bounds.push([loc.lat, loc.lon]);
+        });
+
+        // Ansicht auf Marker zentrieren
+        if (bounds.length > 0) {
+            if (bounds.length === 1) {
+                this._map.setView(bounds[0], 8);
+            } else {
+                this._map.fitBounds(bounds, { padding: [30, 30], maxZoom: 12 });
+            }
+        }
+
+        // Resize-Fix fuer gridstack
+        setTimeout(() => { if (this._map) this._map.invalidateSize(); }, 200);
+    },
+
+    _applyMapTiles() {
+        if (!this._map) return;
+        // Alte Tile-Layer entfernen
+        this._map.eachLayer(layer => {
+            if (layer instanceof L.TileLayer) this._map.removeLayer(layer);
+        });
+
+        const theme = document.documentElement.getAttribute('data-theme') || 'dark';
+        const tileUrl = theme === 'dark'
+            ? 'https://{s}.basemaps.cartocdn.com/dark_all/{z}/{x}/{y}{r}.png'
+            : 'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png';
+        const attribution = theme === 'dark'
+            ? '&copy; <a href="https://www.openstreetmap.org/copyright">OSM</a> &copy; <a href="https://carto.com/">CARTO</a>'
+            : '&copy; <a href="https://www.openstreetmap.org/copyright">OpenStreetMap</a>';
+
+        L.tileLayer(tileUrl, { attribution, maxZoom: 18 }).addTo(this._map);
+    },
+
+    updateMapTheme() {
+        this._applyMapTiles();
+    },
+
+    invalidateMap() {
+        if (this._map) this._map.invalidateSize();
+    },
+
     /**
      * HTML escapen.
      */

src/static/js/layout.js

@@ -14,6 +14,7 @@ const LayoutManager = {
         { id: 'faktencheck', x: 6, y: 0, w: 6,  h: 4, minW: 4, minH: 4 },
         { id: 'quellen',     x: 0, y: 4, w: 12, h: 2, minW: 6, minH: 2 },
         { id: 'timeline',    x: 0, y: 5, w: 12, h: 4, minW: 6, minH: 4 },
+        { id: 'karte',       x: 0, y: 9, w: 12, h: 4, minW: 6, minH: 3 },
     ],
 
     TILE_MAP: {
@@ -21,6 +22,7 @@ const LayoutManager = {
         faktencheck: '.incident-analysis-factcheck',
         quellen:     '.source-overview-card',
         timeline:    '.timeline-card',
+        karte:       '.map-card',
     },
 
     init() {
@@ -44,7 +46,11 @@ const LayoutManager = {
             this._applyLayout(saved);
         }
 
-        this._grid.on('change', () => this._debouncedSave());
+        this._grid.on('change', () => {
+            this._debouncedSave();
+            // Leaflet-Map bei Resize invalidieren
+            if (typeof UI !== 'undefined') UI.invalidateMap();
+        });
 
         const toolbar = document.getElementById('layout-toolbar');
         if (toolbar) toolbar.style.display = 'flex';