diff --git a/scripts/resolve_unresolved_references.py b/scripts/resolve_unresolved_references.py
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+#!/usr/bin/env python3
+# scripts/resolve_unresolved_references.py
+#
+# Zweck
+# -----
+# Repariert nachträglich "unresolved" Wikilinks (edges.kind == "references")
+# indem es:
+#   1) alle Notizen im Vault einliest und einen Resolving-Index (by id/slug/file_slug) aufbaut,
+#   2) pro Notiz die Wikilinks im Volltext neu auswertet,
+#   3) für auflösbare Ziele stabile `references` + `backlink`-Kanten upsertet,
+#   4) dazugehörige "unresolved" `references` (und optionale "unresolved" `references_at`) löscht.
+#
+# Aufrufparameter
+# ---------------
+#   --vault /pfad/zum/vault     (Erforderlich)
+#   --apply                     (Optional) Ohne Flag: Dry-Run (nur Zusammenfassung)
+#   --prefix <name>             (Optional) Override COLLECTION_PREFIX
+#
+# Hinweise
+# --------
+# - Dieses Script fasst NUR `references` + `backlink` an (keine `references_at`).
+# - Es nutzt dieselben Resolver-Regeln wie der Importer (id, slug(title), file_slug).
+# - Edge-IDs sind stabil (kind:source->target#seq) und kompatibel mit dem Importer.
+# - Für das Löschen "unresolved" nutzt es Qdrant-Filter (kein "minimum_should"-Feld o.ä.).
+#
+# Version
+# -------
+#   v1.0.0 (2025-09-05)
+#   - Erste Version: Resolve/Upsert für references/backlink, targeted cleanup für unresolved.
+#
+# Änderungshinweise
+# -----------------
+#   - Keine Vorgängerversion (neu).
+#
+
+from __future__ import annotations
+import argparse, glob, json, os, sys
+from typing import List, Tuple, Dict
+
+from dotenv import load_dotenv
+from qdrant_client.http import models as rest
+
+from app.core.parser import read_markdown
+from app.core.qdrant import QdrantConfig, get_client, ensure_collections, collection_names
+from app.core.qdrant_points import points_for_edges, upsert_batch
+from app.core.derive_edges import build_note_index, derive_wikilink_edges
+
+# ---- helpers ----
+
+def _coerce_parsed(p):
+    """Erlaubt ParsedNote-Objekt oder (fm, body)-Tuple."""
+    if hasattr(p, "frontmatter") and hasattr(p, "body"):
+        fm = dict(p.frontmatter or {})
+        body = p.body or ""
+        path = getattr(p, "path", None)
+        return fm, body, path
+    if isinstance(p, (list, tuple)) and len(p) >= 2:
+        fm = dict(p[0] or {})
+        body = p[1] or ""
+        return fm, body, None
+    raise TypeError("Unsupported return type from read_markdown")
+
+def _slugify_filename(path: str) -> str:
+    base = os.path.basename(path).rsplit(".", 1)[0]
+    return base
+
+def iter_note_stubs(vault: str, excludes=("/.obsidian/", "/_backup_frontmatter/", "/_imported/")) -> List[Dict]:
+    files = [p for p in glob.glob(os.path.join(vault, "**", "*.md"), recursive=True)]
+    out: List[Dict] = []
+    for abs_path in files:
+        if any(ex in abs_path.replace("\\","/") for ex in excludes):
+            continue
+        parsed = read_markdown(abs_path)
+        fm, body, p = _coerce_parsed(parsed)
+        note_id = fm.get("id") or fm.get("note_id")
+        if not note_id:
+            continue
+        rel = p if p else os.path.relpath(abs_path, vault)
+        out.append({
+            "note_id": note_id,
+            "title": fm.get("title") or _slugify_filename(rel),
+            "path": rel.replace("\\","/"),
+            "fulltext": body,
+        })
+    return out
+
+def filter_only_refs_and_backlinks(edges: List[dict]) -> List[dict]:
+    keep = []
+    for e in edges:
+        k = e.get("kind")
+        if k in ("references", "backlink"):
+            # Für Volltext-refs gibt's keine 'seq' (-> stabiler edge_id Suffix '#')
+            # Alles andere unverändert lassen.
+            keep.append(e)
+    return keep
+
+def unique_edges(edges: List[dict]) -> List[dict]:
+    seen = set()
+    out = []
+    for e in edges:
+        k = e.get("kind","edge")
+        s = e.get("source_id","")
+        t = e.get("target_id","")
+        seq = e.get("seq","")
+        key = (k,s,t,seq)
+        if key in seen:
+            continue
+        seen.add(key)
+        out.append(e)
+    return out
+
+def delete_unresolved_for_note(client, edges_col: str, note_id: str, raw_targets: List[str]) -> None:
+    """
+    Löscht "unresolved" references (und optional references_at) aus NOTE-Sicht:
+      - kind=='references' AND source_id==note_id AND status=='unresolved' AND target_label in raw_targets
+      - kind=='references_at' AND source_id startswith note_id+'#' AND status=='unresolved' AND target_label in raw_targets
+    """
+    if not raw_targets:
+        return
+    # references (note-level)
+    f1 = rest.Filter(
+        must=[
+            rest.FieldCondition(key="kind", match=rest.MatchValue(value="references")),
+            rest.FieldCondition(key="source_id", match=rest.MatchValue(value=note_id)),
+            rest.FieldCondition(key="status", match=rest.MatchValue(value="unresolved")),
+            rest.FieldCondition(key="target_label", match=rest.MatchAny(any=raw_targets)),
+        ]
+    )
+    client.delete(collection_name=edges_col, points_selector=rest.FilterSelector(filter=f1), wait=True)
+
+    # references_at (chunk-level) – optionales Aufräumen
+    f2 = rest.Filter(
+        must=[
+            rest.FieldCondition(key="kind", match=rest.MatchValue(value="references_at")),
+            rest.FieldCondition(key="source_id", match=rest.MatchText(text=f"{note_id}#")),  # prefix match
+            rest.FieldCondition(key="status", match=rest.MatchValue(value="unresolved")),
+            rest.FieldCondition(key="target_label", match=rest.MatchAny(any=raw_targets)),
+        ]
+    )
+    client.delete(collection_name=edges_col, points_selector=rest.FilterSelector(filter=f2), wait=True)
+
+def main():
+    load_dotenv()
+    ap = argparse.ArgumentParser()
+    ap.add_argument("--vault", required=True, help="Pfad zum Obsidian Vault")
+    ap.add_argument("--apply", action="store_true", help="Schreibt Änderungen (ohne Flag: Dry-Run)")
+    ap.add_argument("--prefix", help="Override COLLECTION_PREFIX")
+    args = ap.parse_args()
+
+    cfg = QdrantConfig.from_env()
+    if args.prefix:
+        cfg = QdrantConfig(url=cfg.url, api_key=cfg.api_key, prefix=args.prefix, dim=cfg.dim)
+    client = get_client(cfg)
+    ensure_collections(client, cfg.prefix, cfg.dim)
+    _, _, edges_col = collection_names(cfg.prefix)
+
+    # 1) Stubs sammeln und Index bauen
+    notes = iter_note_stubs(args.vault)
+    idx = build_note_index(notes)  # (by_id, by_slug, by_file_slug)
+
+    # 2) pro Note: Links im Volltext analysieren
+    upserts_total = 0
+    deletes_total = 0
+    details = []
+    for n in notes:
+        edges = derive_wikilink_edges(n, [], idx)
+        # nur references/backlink behalten
+        edges = filter_only_refs_and_backlinks(edges)
+        edges = unique_edges(edges)
+
+        # Kandidaten für unresolved-Delete (raw labels, die jetzt auflösbar wurden)
+        raw_targets = []
+        for e in edges:
+            if e.get("kind") == "references":
+                # resolved haben target_id als echte Note-ID; unresolved hätten "status":"unresolved"
+                # Für Delete brauchen wir aber die alten raw labels
+                raw_targets.append(e.get("raw") or e.get("target_label") or "")
+
+        # 3a) Löschen alter unresolved-refs (nur falls wir wirklich updaten wollen)
+        if args.apply:
+            if raw_targets:
+                before = 0
+                delete_unresolved_for_note(client, edges_col, n["note_id"], list({r for r in raw_targets if r}))
+                # (Qdrant gibt hier keine Count-Rückgabe – wir zählen pessimistisch nicht.)
+                deletes_total += 1  # Marker pro Note mit Löschung
+        # 3b) Upsert der „richtigen“ references + backlink
+        if args.apply:
+            col, pts = points_for_edges(cfg.prefix, edges)
+            upsert_batch(client, col, pts)
+            upserts_total += len(pts)
+
+        details.append({
+            "note_id": n["note_id"],
+            "new_refs": sum(1 for e in edges if e["kind"]=="references"),
+            "new_backlinks": sum(1 for e in edges if e["kind"]=="backlink"),
+        })
+
+    print(json.dumps({
+        "apply": bool(args.apply),
+        "notes_scanned": len(notes),
+        "edge_upserts": upserts_total,
+        "notes_with_unresolved_cleanup": deletes_total,
+        "prefix": cfg.prefix,
+        "summary_sample": details[:5]
+    }, ensure_ascii=False))
+
+if __name__ == "__main__":
+    main()