Dateien nach "scripts" hochladen

scripts/import_markdown.py

@@ -1,18 +1,48 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 """
-scripts/import_markdown.py  (Mindnet V2 — Importer, v2.5.2)
+scripts/import_markdown.py
 
-Änderungen in 2.5.2 (minimal & gezielt)
+Zweck
----------------------------------------
+-----
-- **Explizite Spiegelung** von `chunk_profile` in Note- und Chunk-Payload:
+- Liest Markdown-Notizen aus einem Vault ein
-  note_pl["chunk_profile"] = fm.get("chunk_profile"); für jeden Chunk cpl["chunk_profile"] = fm.get("chunk_profile").
+- Erzeugt Note-Payload, Chunk-Payloads (+ optionale Embeddings) und Edges
-- **Explizite Spiegelung** von `retriever_weight` in jedem Chunk (falls Builder es nicht gesetzt hat).
+- Schreibt alles idempotent in Qdrant (Notes, Chunks, Edges)
-- **Feld-basierte Change-Erkennung** erweitert:
+- Integriert eine optionale Type-Registry (types.yaml), um z. B. chunk_profile
-  Wenn bestehende Note-Payload (`old_payload`) bei `retriever_weight` oder `chunk_profile` vom neuen Wert abweicht
+  und retriever_weight pro Notiz-Typ zu steuern.
-  oder ein Feld fehlt, wird `changed = True` gesetzt → Upsert erzwingen.
+
-- **Robuste Übergabe** von Type-Registry an Chunk-Builder:
+Wesentliche Fixes ggü. vorherigen fehlerhaften Ständen
-  `types_cfg=(reg.get('types') or reg or {})` – damit greifen Resolver in chunk_payload.py sicher auf `types.yaml` zu.
+------------------------------------------------------
+- `embed_texts` wird optional importiert und defensiv geprüft (kein NameError mehr)
+- `effective_chunk_profile` / `effective_retriever_weight` und Registry-Helfer
+  sind VOR `main()` definiert (kein NameError mehr)
+- `retriever_weight` wird in Note- und Chunk-Payload zuverlässig gesetzt
+- Robuste Kantenbildung; Fehler bei Edges blockieren Notes/Chunks nicht
+- Korrekte Verwendung von `scroll_filter` beim Qdrant-Client
+- `--purge-before-upsert` entfernt alte Chunks/Edges einer Note vor dem Upsert
+
+Qdrant / ENV
+------------
+- QDRANT_URL | QDRANT_HOST/QDRANT_PORT | QDRANT_API_KEY
+- COLLECTION_PREFIX (Default: mindnet), via --prefix überschreibbar
+- VECTOR_DIM (Default: 384)
+- MINDNET_NOTE_SCOPE_REFS: true|false (Default: false)
+- MINDNET_TYPES_FILE: Pfad zu types.yaml (optional; Default: ./types.yaml)
+
+Beispiele
+---------
+    # Standard (Body, parsed, canonical)
+    python3 -m scripts.import_markdown --vault ./vault
+
+    # Erstimport nach truncate (Create-Fall)
+    python3 -m scripts.import_markdown --vault ./vault --apply --purge-before-upsert
+
+    # Nur eine Datei (Diagnose)
+    python3 -m scripts.import_markdown --vault ./vault --only-path ./vault/30_projects/project-demo.md --apply
+
+    # Sync-Deletes (Dry-Run → Apply)
+    python3 -m scripts.import_markdown --vault ./vault --sync-deletes
+    python3 -m scripts.import_markdown --vault ./vault --sync-deletes --apply
 """
 from __future__ import annotations
 
@@ -24,109 +54,151 @@ from typing import Dict, List, Optional, Tuple, Any, Set
 
 from dotenv import load_dotenv
 from qdrant_client.http import models as rest
-import yaml
 
 # --- Projekt-Imports ---
-from app.core.parser import read_markdown, normalize_frontmatter, validate_required_frontmatter
+from app.core.parser import (
+    read_markdown,
+    normalize_frontmatter,
+    validate_required_frontmatter,
+)
 from app.core.note_payload import make_note_payload
 from app.core.chunker import assemble_chunks
 from app.core.chunk_payload import make_chunk_payloads
 try:
     from app.core.derive_edges import build_edges_for_note
-except Exception:
+except Exception:  # pragma: no cover
     from app.core.edges import build_edges_for_note  # type: ignore
-from app.core.qdrant import QdrantConfig, get_client, ensure_collections, ensure_payload_indexes
+from app.core.qdrant import (
-from app.core.qdrant_points import points_for_chunks, points_for_note, points_for_edges, upsert_batch
+    QdrantConfig,
+    get_client,
+    ensure_collections,
+    ensure_payload_indexes,
+)
+from app.core.qdrant_points import (
+    points_for_chunks,
+    points_for_note,
+    points_for_edges,
+    upsert_batch,
+)
 
-# embeddings optional
+# embeddings sind optional (z. B. im reinen Payload-Backfill)
 try:
     from app.core.embed import embed_texts  # optional
-except Exception:
+except Exception:  # pragma: no cover
-    embed_texts = None  # type: ignore
+    embed_texts = None
 
 
-# ============================================================
+# ---------------------------------------------------------------------
-# Type-Registry
+# Type-Registry (types.yaml) – Helper (robust, optional)
-# ============================================================
+# ---------------------------------------------------------------------
 
-def _env(name: str, default: Optional[str] = None) -> str:
+def _env(name: str, default: Optional[str] = None) -> Optional[str]:
     v = os.getenv(name)
-    return v if v is not None else (default or "")
+    return v if v is not None else default
 
-def _deep_get(root: Any, path: str) -> Any:
+def _load_json_or_yaml(path: str) -> dict:
-    cur = root
+    import io
-    for key in path.split("."):
+    data: dict = {}
-        if not isinstance(cur, dict) or key not in cur:
+    if not path or not os.path.exists(path):
-            return None
+        return data
-        cur = cur[key]
-    return cur
-
-def _as_float(x: Any) -> Optional[float]:
     try:
-        return float(x)
+        import yaml  # type: ignore
+        with io.open(path, "r", encoding="utf-8") as f:
+            data = yaml.safe_load(f) or {}
+        if not isinstance(data, dict):
+            return {}
+        return data
     except Exception:
-        return None
+        # YAML evtl. nicht installiert – versuche JSON
+        try:
+            with io.open(path, "r", encoding="utf-8") as f:
+                data = json.load(f)
+            if not isinstance(data, dict):
+                return {}
+            return data
+        except Exception:
+            return {}
 
 def load_type_registry() -> dict:
-    path = _env("MINDNET_TYPES_FILE", "./config/types.yaml")
+    # Reihenfolge: ENV > ./types.yaml (im aktuellen Arbeitsverzeichnis)
-    if not os.path.isfile(path):
+    p = _env("MINDNET_TYPES_FILE", None)
-        return {}
+    if p and os.path.exists(p):
-    try:
+        return _load_json_or_yaml(p)
-        with open(path, "r", encoding="utf-8") as f:
+    fallback = os.path.abspath("./config/types.yaml") if os.path.exists("./config/types.yaml") else os.path.abspath("./types.yaml")
-            return yaml.safe_load(f) or {}
+    return _load_json_or_yaml(fallback)
-    except Exception:
-        return {}
 
 def get_type_config(note_type: Optional[str], reg: dict) -> dict:
-    if not note_type or not isinstance(reg, dict):
+    if not reg or not isinstance(reg, dict):
         return {}
     types = reg.get("types", {}) if isinstance(reg.get("types"), dict) else {}
-    return types.get(note_type, {}) if isinstance(types, dict) else {}
+    if note_type and isinstance(note_type, str) and note_type in types:
+        return types[note_type] or {}
+    # Fallback: concept
+    return types.get("concept", {}) or {}
 
 def resolve_note_type(requested: Optional[str], reg: dict) -> str:
     if requested and isinstance(requested, str):
         return requested
+    # Fallback wenn nichts gesetzt ist
     types = reg.get("types", {}) if isinstance(reg.get("types"), dict) else {}
     return "concept" if "concept" in types else (requested or "concept")
 
 def effective_chunk_profile(note_type: str, reg: dict) -> Optional[str]:
+    """Resolve chunk_profile for type or from defaults/global.
+    Accepts symbolic profiles: short|medium|long|default.
+    """
     cfg = get_type_config(note_type, reg)
-    prof = cfg.get("chunk_profile")
+    prof = (cfg.get("chunk_profile") if isinstance(cfg, dict) else None)
-    if isinstance(prof, str):
+    if isinstance(prof, str) and prof:
         return prof
-    return None
+    # defaults fallbacks
+    for key in ("defaults", "default", "global"):
+        dcfg = reg.get(key) if isinstance(reg, dict) else None
+        if isinstance(dcfg, dict):
+            dprof = dcfg.get("chunk_profile")
+            if isinstance(dprof, str) and dprof:
+                return dprof
+    return "default"
 
-def effective_retriever_weight_from_registry(note_type: str, reg: dict) -> Tuple[Optional[float], Optional[str]]:
+def effective_retriever_weight(note_type: str, reg: dict) -> Optional[float]:
-    candidates = [
+    """Resolve retriever_weight for type or defaults; returns float.
-        f"types.{note_type}.retriever_weight",
+    """
-        f"types.{note_type}.retriever.weight",
+    cfg = get_type_config(note_type, reg)
-        f"types.{note_type}.retrieval.weight",
+    w = (cfg.get("retriever_weight") if isinstance(cfg, dict) else None)
-        "defaults.retriever_weight",
+    try:
-        "defaults.retriever.weight",
+        if w is not None:
-        "global.retriever_weight",
+            return float(w)
-        "global.retriever.weight",
+    except Exception:
-    ]
+        pass
-    for path in candidates:
+    # defaults fallbacks
-        val = _deep_get(reg, path)
+    for key in ("defaults", "default", "global"):
-        v = _as_float(val)
+        dcfg = reg.get(key) if isinstance(reg, dict) else None
-        if v is not None:
+        if isinstance(dcfg, dict):
-            return v, path
+            dw = dcfg.get("retriever_weight")
-    return None, None
+            try:
-
+                if dw is not None:
-def compute_effective_retriever_weight(fm: Dict[str, Any], note_type: str, reg: dict) -> Tuple[float, str]:
+                    return float(dw)
-    if fm.get("retriever_weight") is not None:
+            except Exception:
-        v = _as_float(fm.get("retriever_weight"))
+                pass
-        if v is not None:
+    return 1.0
-            return v, "frontmatter.retriever_weight"
-    r, rpath = effective_retriever_weight_from_registry(note_type, reg)
-    if r is not None:
-        return float(r), f"types.yaml:{rpath}"
-    return 1.0, "default:1.0"
 
 
-# ============================================================
+# ---------------------------------------------------------------------
-# Qdrant Helpers
+# Sonstige Helper
-# ============================================================
+# ---------------------------------------------------------------------
+
+def iter_md(root: str) -> List[str]:
+    out: List[str] = []
+    for dirpath, _, filenames in os.walk(root):
+        for fn in filenames:
+            if not fn.lower().endswith(".md"):
+                continue
+            p = os.path.join(dirpath, fn)
+            pn = p.replace("\\", "/")
+            if any(ex in pn for ex in ["/.obsidian/", "/_backup_frontmatter/", "/_imported/"]):
+                continue
+            out.append(p)
+    return sorted(out)
 
 def collections(prefix: str) -> Tuple[str, str, str]:
     return f"{prefix}_notes", f"{prefix}_chunks", f"{prefix}_edges"
@@ -134,7 +206,13 @@ def collections(prefix: str) -> Tuple[str, str, str]:
 def fetch_existing_note_payload(client, prefix: str, note_id: str) -> Optional[Dict]:
     notes_col, _, _ = collections(prefix)
     f = rest.Filter(must=[rest.FieldCondition(key="note_id", match=rest.MatchValue(value=note_id))])
-    points, _ = client.scroll(collection_name=notes_col, scroll_filter=f, with_payload=True, with_vectors=False, limit=1)
+    points, _ = client.scroll(
+        collection_name=notes_col,
+        scroll_filter=f,  # wichtig: scroll_filter (nicht: filter)
+        with_payload=True,
+        with_vectors=False,
+        limit=1,
+    )
     if not points:
         return None
     return points[0].payload or {}
@@ -144,7 +222,13 @@ def list_qdrant_note_ids(client, prefix: str) -> Set[str]:
     out: Set[str] = set()
     next_page = None
     while True:
-        pts, next_page = client.scroll(collection_name=notes_col, with_payload=True, with_vectors=False, limit=256, offset=next_page)
+        pts, next_page = client.scroll(
+            collection_name=notes_col,
+            with_payload=True,
+            with_vectors=False,
+            limit=256,
+            offset=next_page,
+        )
         if not pts:
             break
         for p in pts:
@@ -161,7 +245,11 @@ def purge_note_artifacts(client, prefix: str, note_id: str) -> None:
     filt = rest.Filter(must=[rest.FieldCondition(key="note_id", match=rest.MatchValue(value=note_id))])
     for col in (chunks_col, edges_col):
         try:
-            client.delete(collection_name=col, points_selector=rest.FilterSelector(filter=filt), wait=True)
+            client.delete(
+                collection_name=col,
+                points_selector=rest.FilterSelector(filter=filt),
+                wait=True
+            )
         except Exception as e:
             print(json.dumps({"note_id": note_id, "warn": f"delete in {col} via filter failed: {e}"}))
 
@@ -170,25 +258,40 @@ def delete_note_everywhere(client, prefix: str, note_id: str) -> None:
     filt = rest.Filter(must=[rest.FieldCondition(key="note_id", match=rest.MatchValue(value=note_id))])
     for col in (edges_col, chunks_col, notes_col):
         try:
-            client.delete(collection_name=col, points_selector=rest.FilterSelector(filter=filt), wait=True)
+            client.delete(
+                collection_name=col,
+                points_selector=rest.FilterSelector(filter=filt),
+                wait=True
+            )
         except Exception as e:
             print(json.dumps({"note_id": note_id, "warn": f"delete in {col} failed: {e}"}))
 
+
+# --- Neu: Existenz-Checks für Artefakte (fehlertoleranter Rebuild) ---
+
 def _has_any_point(client, collection: str, note_id: str) -> bool:
+    """Prüft, ob es mind. einen Punkt mit note_id in der Collection gibt."""
     filt = rest.Filter(must=[rest.FieldCondition(key="note_id", match=rest.MatchValue(value=note_id))])
-    pts, _ = client.scroll(collection_name=collection, scroll_filter=filt, with_payload=False, with_vectors=False, limit=1)
+    pts, _ = client.scroll(
+        collection_name=collection,
+        scroll_filter=filt,
+        with_payload=False,
+        with_vectors=False,
+        limit=1,
+    )
     return bool(pts)
 
 def artifacts_missing(client, prefix: str, note_id: str) -> Tuple[bool, bool]:
+    """Gibt (chunks_missing, edges_missing) zurück."""
     _, chunks_col, edges_col = collections(prefix)
     chunks_missing = not _has_any_point(client, chunks_col, note_id)
     edges_missing = not _has_any_point(client, edges_col, note_id)
     return chunks_missing, edges_missing
 
 
-# ============================================================
+# ---------------------------------------------------------------------
 # Main
-# ============================================================
+# ---------------------------------------------------------------------
 
 def _resolve_mode(m: Optional[str]) -> str:
     m = (m or "body").strip().lower()
@@ -197,30 +300,34 @@ def _resolve_mode(m: Optional[str]) -> str:
 def main() -> None:
     load_dotenv()
 
-    ap = argparse.ArgumentParser(prog="scripts.import_markdown", description="Importiert Markdown-Notizen in Qdrant (Notes/Chunks/Edges).")
+    ap = argparse.ArgumentParser(
-    ap.add_argument("--vault", required=True)
+        prog="scripts.import_markdown",
-    ap.add_argument("--only-path")
+        description="Importiert Markdown-Notizen in Qdrant (Notes/Chunks/Edges)."
-    ap.add_argument("--apply", action="store_true")
+    )
-    ap.add_argument("--purge-before-upsert", action="store_true")
+    ap.add_argument("--vault", required=True, help="Pfad zum Vault (Ordner mit .md-Dateien)")
-    ap.add_argument("--force-replace", action="store_true")
+    ap.add_argument("--only-path", help="Nur diese Datei verarbeiten (absolut oder relativ)")
-    ap.add_argument("--note-id")
+    ap.add_argument("--apply", action="store_true", help="Schreibt nach Qdrant (sonst Dry-Run)")
-    ap.add_argument("--note-scope-refs", action="store_true")
+    ap.add_argument("--purge-before-upsert", action="store_true", help="Alte Chunks/Edges der Note vorher löschen")
-    ap.add_argument("--hash-mode")
+    ap.add_argument("--force-replace", action="store_true", help="Note/Chunks/Edges unabhängig von Hash neu schreiben")
-    ap.add_argument("--hash-source")
+    ap.add_argument("--note-id", help="Nur Notes mit dieser ID verarbeiten (Filter)")
-    ap.add_argument("--hash-normalize")
+    ap.add_argument("--note-scope-refs", action="store_true", help="Note-scope References/Backlinks erzeugen")
-    ap.add_argument("--compare-text", action="store_true")
+    ap.add_argument("--hash-mode", help="body|frontmatter|full (Default body)")
-    ap.add_argument("--baseline-modes", action="store_true")
+    ap.add_argument("--hash-source", help="parsed|raw (Default parsed)")
-    ap.add_argument("--sync-deletes", action="store_true")
+    ap.add_argument("--hash-normalize", help="canonical|none (Default canonical)")
-    ap.add_argument("--prefix")
+    ap.add_argument("--compare-text", action="store_true", help="Parsed fulltext zusätzlich direkt vergleichen")
+    ap.add_argument("--baseline-modes", action="store_true", help="Fehlende Hash-Varianten still nachtragen (Notes)")
+    ap.add_argument("--sync-deletes", action="store_true", help="Qdrant->Vault Lösch-Sync (Dry-Run; mit --apply ausführen)")
+    ap.add_argument("--prefix", help="Collection-Prefix (überschreibt ENV COLLECTION_PREFIX)")
     args = ap.parse_args()
 
-    mode = _resolve_mode(args.hash_mode)
+    mode = _resolve_mode(args.hash_mode)  # body|frontmatter|full
-    src = _env("MINDNET_HASH_SOURCE", args.hash_source or "parsed")
+    src = _env("MINDNET_HASH_SOURCE", args.hash_source or "parsed")  # parsed|raw
-    norm = _env("MINDNET_HASH_NORMALIZE", args.hash_normalize or "canonical")
+    norm = _env("MINDNET_HASH_NORMALIZE", args.hash_normalize or "canonical")  # canonical|none
     note_scope_refs_env = (_env("MINDNET_NOTE_SCOPE_REFS", "false") == "true")
     note_scope_refs = args.note_scope_refs or note_scope_refs_env
     compare_text = args.compare_text or (_env("MINDNET_COMPARE_TEXT", "false") == "true")
 
+    # Qdrant
     cfg = QdrantConfig.from_env()
     if args.prefix:
         cfg.prefix = args.prefix.strip()
@@ -228,30 +335,22 @@ def main() -> None:
     ensure_collections(client, cfg.prefix, cfg.dim)
     ensure_payload_indexes(client, cfg.prefix)
 
+    # Type-Registry laden (optional)
     reg = load_type_registry()
-    types_cfg_node = reg.get("types") if isinstance(reg, dict) else {}
 
     root = os.path.abspath(args.vault)
 
-    # Datei-Liste
+    # Dateiliste
     if args.only_path:
-        files = [os.path.abspath(args.only_path)]
+        only = os.path.abspath(args.only_path)
+        files = [only]
     else:
-        files: List[str] = []
+        files = iter_md(root)
-        for dirpath, _, filenames in os.walk(root):
-            for fn in filenames:
-                if fn.lower().endswith(".md"):
-                    p = os.path.join(dirpath, fn)
-                    pn = p.replace("\\", "/")
-                    if any(ex in pn for ex in ["/.obsidian/", "/_backup_frontmatter/", "/_imported/"]):
-                        continue
-                    files.append(p)
-        files.sort()
     if not files:
         print("Keine Markdown-Dateien gefunden.", file=sys.stderr)
         sys.exit(2)
 
-    # Optional: Sync-Deletes
+    # Optional: Sync-Deletes vorab
     if args.sync_deletes:
         vault_note_ids: Set[str] = set()
         for path in files:
@@ -267,15 +366,22 @@ def main() -> None:
                 continue
         qdrant_note_ids = list_qdrant_note_ids(client, cfg.prefix)
         to_delete = sorted(qdrant_note_ids - vault_note_ids)
-        print(json.dumps({"action":"sync-deletes","prefix":cfg.prefix,"qdrant_total":len(qdrant_note_ids),"vault_total":len(vault_note_ids),"to_delete_count":len(to_delete),"to_delete":to_delete[:50]+(["…"] if len(to_delete)>50 else [])}, ensure_ascii=False))
+        print(json.dumps({
+            "action": "sync-deletes",
+            "prefix": cfg.prefix,
+            "qdrant_total": len(qdrant_note_ids),
+            "vault_total": len(vault_note_ids),
+            "to_delete_count": len(to_delete),
+            "to_delete": to_delete[:50] + (["…"] if len(to_delete) > 50 else [])
+        }, ensure_ascii=False))
         if args.apply and to_delete:
             for nid in to_delete:
-                print(json.dumps({"action":"delete","note_id":nid,"decision":"apply"}))
+                print(json.dumps({"action": "delete", "note_id": nid, "decision": "apply"}))
                 delete_note_everywhere(client, cfg.prefix, nid)
 
     key_current = f"{mode}:{src}:{norm}"
-    processed = 0
 
+    processed = 0
     for path in files:
         try:
             parsed = read_markdown(path)
@@ -285,7 +391,7 @@ def main() -> None:
             print(json.dumps({"path": path, "error": f"read_markdown failed: {type(e).__name__}: {e}"}))
             continue
 
-        # Frontmatter
+        # --- Frontmatter prüfen ---
         try:
             fm = normalize_frontmatter(parsed.frontmatter)
             validate_required_frontmatter(fm)
@@ -298,99 +404,94 @@ def main() -> None:
 
         processed += 1
 
-        # Typ + Profile/Weight
+        # --- Type-Registry anwenden (chunk_profile / retriever_weight) ---
-        note_type = resolve_note_type(fm.get("type"), reg)
+        try:
+            note_type = resolve_note_type(fm.get("type"), reg)
+        except Exception:
+            note_type = (fm.get("type") or "concept")
         fm["type"] = note_type or fm.get("type") or "concept"
+
         prof = effective_chunk_profile(note_type, reg)
         if prof:
             fm["chunk_profile"] = prof
-        rw, rw_source = compute_effective_retriever_weight(fm, note_type, reg)
-        fm["retriever_weight"] = rw
 
-        # Note-Payload
+        weight = effective_retriever_weight(note_type, reg)
+        if weight is not None:
+            try:
+                fm["retriever_weight"] = float(weight)
+            except Exception:
+                pass  # falls FM string-inkonsistent ist
+
+        # --- Payload aufbauen (inkl. Hashes) ---
         try:
-            note_pl = make_note_payload(parsed, vault_root=root, hash_mode=mode, hash_normalize=norm, hash_source=src, file_path=path)
+            note_pl = make_note_payload(
+                parsed,
+                vault_root=root,
+                hash_mode=mode,
+                hash_normalize=norm,
+                hash_source=src,
+                file_path=path,
+            )
         except Exception as e:
             print(json.dumps({"path": path, "error": f"make_note_payload failed: {type(e).__name__}: {e}"}))
             continue
 
-        # Explizites Spiegeln: chunk_profile & retriever_weight in Note
+        if not note_pl.get("fulltext"):
-        if fm.get("chunk_profile") is not None:
+            note_pl["fulltext"] = getattr(parsed, "body", "") or ""
-            note_pl["chunk_profile"] = fm.get("chunk_profile")
+
-        note_pl["retriever_weight"] = float(rw) if isinstance(rw, (int, float)) else 1.0
+        # retriever_weight sicher in Note-Payload spiegeln (für spätere Filter)
+        if "retriever_weight" not in note_pl and fm.get("retriever_weight") is not None:
+            try:
+                note_pl["retriever_weight"] = float(fm.get("retriever_weight"))
+            except Exception:
+                pass
 
         note_id = note_pl.get("note_id") or fm.get("id")
         if not note_id:
             print(json.dumps({"path": path, "error": "Missing note_id after payload build"}))
             continue
 
-        # Bestehende Note in Qdrant (für Changed-Detektion)
+        # --- bestehenden Payload laden (zum Diff) ---
-        old_payload = fetch_existing_note_payload(client, cfg.prefix, note_id)
+        old_payload = None if args.force_replace else fetch_existing_note_payload(client, cfg.prefix, note_id)
         has_old = old_payload is not None
+
         old_hashes = (old_payload or {}).get("hashes") or {}
         old_hash_exact = old_hashes.get(key_current)
         new_hash_exact = (note_pl.get("hashes") or {}).get(key_current)
         needs_baseline = (old_hash_exact is None)
+
         hash_changed = (old_hash_exact is not None and new_hash_exact is not None and old_hash_exact != new_hash_exact)
 
         text_changed = False
-        # Optionaler Text-Vergleich (teuer)
+        if compare_text:
-        # if compare_text:
+            old_text = (old_payload or {}).get("fulltext") or ""
-        #     old_text = (old_payload or {}).get("fulltext") or ""
+            new_text = note_pl.get("fulltext") or ""
-        #     new_text = note_pl.get("fulltext") or (getattr(parsed, "body", "") or "")
+            text_changed = (old_text != new_text)
-        #     text_changed = (old_text != new_text)
 
         changed = args.force_replace or (not has_old) or hash_changed or text_changed
+        do_baseline_only = (args.baseline_modes and has_old and needs_baseline and not changed)
 
-        # Feld-basierte Change-Erkennung (erzwingt Update, wenn Werte nicht stimmen)
+        # --- Chunks + Embeddings vorbereiten ---
-        if has_old:
-            if old_payload.get("retriever_weight") != note_pl.get("retriever_weight"):
-                changed = True
-            if old_payload.get("chunk_profile") != note_pl.get("chunk_profile"):
-                changed = True
-
-        # Chunks
         try:
             body_text = getattr(parsed, "body", "") or ""
             chunks = assemble_chunks(fm["id"], body_text, fm.get("type", "concept"))
-            # WICHTIG: Note-Objekt mit verschachtelter FM + Registry an Chunk-Builder übergeben
+            chunk_pls: List[Dict[str, Any]] = make_chunk_payloads(fm, note_pl["path"], chunks, note_text=body_text)
-            chunk_note = {
-                "frontmatter": fm,
-                "id": fm.get("id"),
-                "type": fm.get("type"),
-                "title": fm.get("title"),
-                "path": note_pl.get("path") or path,
-                "note_id": note_pl.get("note_id"),
-                "tags": fm.get("tags"),
-            }
-            chunk_pls: List[Dict[str, Any]] = make_chunk_payloads(
-                chunk_note,
-                note_pl["path"],
-                chunks,
-                note_text=body_text,
-                types_cfg=(reg.get("types") if isinstance(reg, dict) and isinstance(reg.get("types"), dict) else reg if isinstance(reg, dict) else {}),
-                file_path=path,
-            )
         except Exception as e:
             print(json.dumps({"path": path, "note_id": note_id, "error": f"chunk build failed: {type(e).__name__}: {e}"}))
             continue
 
-        # Explizites Spiegeln: retriever_weight & chunk_profile auf JEDEN Chunk
+        # retriever_weight auf Chunk-Payload spiegeln
-        rwf = float(rw) if isinstance(rw, (int, float)) else 1.0
+        if fm.get("retriever_weight") is not None:
-        cpv = fm.get("chunk_profile")
+            try:
-        for i, pl in enumerate(chunk_pls):
+                rw = float(fm.get("retriever_weight"))
-            if "index" not in pl:
+                for pl in chunk_pls:
-                pl["index"] = i
+                    # Feld nur setzen, wenn noch nicht vorhanden
-            pl["ord"] = int(pl.get("index", i)) + 1
+                    if "retriever_weight" not in pl:
-            if "retriever_weight" not in pl:
+                        pl["retriever_weight"] = rw
-                pl["retriever_weight"] = rwf
+            except Exception:
-            if cpv is not None:
+                pass
-                pl["chunk_profile"] = cpv
-            # entferne alte Aliasse
-            for alias in ("chunk_num", "Chunk_Number"):
-                pl.pop(alias, None)
 
-        # Embeddings (optional)
+        # Embeddings (fallback: Nullvektoren)
         vecs: List[List[float]] = [[0.0] * int(cfg.dim) for _ in chunk_pls]
         if embed_texts and chunk_pls:
             try:
@@ -399,61 +500,88 @@ def main() -> None:
             except Exception as e:
                 print(json.dumps({"path": path, "note_id": note_id, "warn": f"embed_texts failed, using zeros: {e}"}))
 
-        # Artefakte vorhanden?
+        # --- Fehlende Artefakte in Qdrant ermitteln ---
         chunks_missing, edges_missing = artifacts_missing(client, cfg.prefix, note_id)
 
-        # Edges
+        # --- Edges (robust) ---
         edges: List[Dict[str, Any]] = []
         edges_failed = False
-        should_build_edges = (changed and True) or edges_missing  # wenn Note geändert oder Kanten fehlen
+        should_build_edges = (changed and (not do_baseline_only)) or edges_missing
         if should_build_edges:
             try:
-                note_refs = note_pl.get("references") or ""
+                note_refs = note_pl.get("references") or []
-                edges = build_edges_for_note(note_id, chunk_pls, note_refs, include_note_scope_refs=note_scope_refs)
+                edges = build_edges_for_note(
+                    note_id,
+                    chunk_pls,
+                    note_level_references=note_refs,
+                    include_note_scope_refs=note_scope_refs,
+                )
             except Exception as e:
                 edges_failed = True
                 edges = []
                 print(json.dumps({"path": path, "note_id": note_id, "warn": f"build_edges_for_note failed, skipping edges: {type(e).__name__}: {e}"}))
 
-        # Summary
+        # --- Summary (stdout) ---
-        print(json.dumps({
+        summary = {
             "note_id": note_id,
             "title": fm.get("title"),
-            "type": fm.get("type"),
-            "rw": rw,
-            "chunk_profile": fm.get("chunk_profile"),
             "chunks": len(chunk_pls),
             "edges": len(edges),
+            "edges_failed": edges_failed,
             "changed": changed,
             "chunks_missing": chunks_missing,
             "edges_missing": edges_missing,
-            "decision": ("apply" if args.apply else "dry-run"),
+            "needs_baseline_for_mode": needs_baseline,
+            "decision": ("baseline-only" if args.apply and do_baseline_only else
+                         "apply" if args.apply and (changed or chunks_missing or edges_missing) else
+                         "apply-skip-unchanged" if args.apply and not (changed or chunks_missing or edges_missing) else
+                         "dry-run"),
+            "path": note_pl["path"],
+            "hash_mode": mode,
+            "hash_normalize": norm,
+            "hash_source": src,
             "prefix": cfg.prefix,
-            "path": note_pl["path"]
+        }
-        }, ensure_ascii=False))
+        print(json.dumps(summary, ensure_ascii=False))
 
-        # Writes
+        # --- Writes ---
         if not args.apply:
             continue
 
-        # Purge bei Änderungen
+        if do_baseline_only:
-        if args.purge_before_upsert and changed:
+            merged_hashes = {}
+            merged_hashes.update(old_hashes)
+            merged_hashes.update(note_pl.get("hashes") or {})
+            if old_payload:
+                note_pl["hash_fulltext"] = old_payload.get("hash_fulltext", note_pl.get("hash_fulltext"))
+                note_pl["hash_signature"] = old_payload.get("hash_signature", note_pl.get("hash_signature"))
+            note_pl["hashes"] = merged_hashes
+            notes_name, note_pts = points_for_note(cfg.prefix, note_pl, None, cfg.dim)
+            upsert_batch(client, notes_name, note_pts)
+            continue
+
+        # Wenn nichts geändert und keine Artefakte fehlen → nichts zu tun
+        if not changed and not (chunks_missing or edges_missing):
+            continue
+
+        # Purge nur bei echten Änderungen (unverändert + fehlende Artefakte ≠ Purge)
+        if args.purge_before_upsert and has_old and changed:
             try:
                 purge_note_artifacts(client, cfg.prefix, note_id)
             except Exception as e:
                 print(json.dumps({"path": path, "note_id": note_id, "warn": f"purge failed: {e}"}))
 
-        # Note
+        # Note nur bei Änderungen neu schreiben
         if changed:
             notes_name, note_pts = points_for_note(cfg.prefix, note_pl, None, cfg.dim)
             upsert_batch(client, notes_name, note_pts)
 
-        # Chunks (wenn geändert ODER vorher keine vorhanden)
+        # Chunks schreiben, wenn geändert ODER vorher fehlend
         if chunk_pls and (changed or chunks_missing):
             chunks_name, chunk_pts = points_for_chunks(cfg.prefix, chunk_pls, vecs)
             upsert_batch(client, chunks_name, chunk_pts)
 
-        # Edges (wenn geändert ODER vorher keine vorhanden)
+        # Edges schreiben, wenn vorhanden und (geändert ODER vorher fehlend)
         if edges and (changed or edges_missing):
             edges_name, edge_pts = points_for_edges(cfg.prefix, edges)
             upsert_batch(client, edges_name, edge_pts)