diff --git a/scripts/import_markdown.py b/scripts/import_markdown.py
index 688ac4d..e9fed5c 100644
--- a/scripts/import_markdown.py
+++ b/scripts/import_markdown.py
@@ -152,8 +152,8 @@ except Exception:
     def _upsert_batch(client, collection_name: str, points: list):
         if not points:
             return
-        pts = _coerce_points_for_collection(client, collection_name, points)
-        client.upsert(collection_name=collection_name, points=pts, wait=True)
+        # Collections are single-vector (size/distance) per original setup script.
+        client.upsert(collection_name=collection_name, points=points, wait=True)
 
 # Type-Registry (optional)
 try:
@@ -293,93 +293,6 @@ def _resolve_dim(cfg) -> int:
     return 384
 
 
-# ---- Qdrant vector schema detection & point coercion ----
-
-def _get_vector_schema(client, collection_name: str):
-    """
-    Returns dict describing vector schema:
-    {"kind": "single", "size": <int>} or {"kind": "named", "names": [..]}.
-    Fallbacks to single if detection fails. Honors env override MINDNET_VECTOR_NAME.
-    """
-    # Env override for preferred name
-    prefer = os.environ.get("MINDNET_VECTOR_NAME") or os.environ.get("QDRANT_VECTOR_NAME")
-    try:
-        info = client.get_collection(collection_name=collection_name)
-        vecs = getattr(info, "vectors", None)
-        # Single-vector config (VectorParams)
-        if hasattr(vecs, "size") and isinstance(vecs.size, int):
-            return {"kind": "single", "size": vecs.size}
-        # Try common mappings for named vectors
-        def _try_names(obj):
-            if obj is None:
-                return []
-            # direct dict
-            if isinstance(obj, dict):
-                return list(obj.keys())
-            # object with dict-like attributes
-            for cand in ("config", "configs", "vectors", "map", "data"):
-                sub = getattr(obj, cand, None)
-                if isinstance(sub, dict) and sub:
-                    return list(sub.keys())
-            # last resort: inspect __dict__ for dicts
-            try:
-                for v in getattr(obj, "__dict__", {}).values():
-                    if isinstance(v, dict) and v:
-                        return list(v.keys())
-            except Exception:
-                pass
-            return []
-        names = _try_names(vecs)
-        # Prefer known names if present
-        if names:
-            pref = None
-            if prefer and prefer in names:
-                pref = prefer
-            else:
-                for k in ("text", "default", "embedding", "content"):
-                    if k in names:
-                        pref = k
-                        break
-                if pref is None:
-                    pref = sorted(names)[0]
-            return {"kind": "named", "names": names, "primary": pref}
-    except Exception:
-        pass
-    return {"kind": "single", "size": None}
-
-
-
-def _coerce_points_for_collection(client, collection_name: str, points: list):
-    """
-    If collection uses named vectors, wrap each point's .vector into .vector={name: vector}.
-    Leaves points without vectors (e.g., edges) untouched.
-    """
-    try:
-        schema = _get_vector_schema(client, collection_name)
-        if schema.get("kind") != "named":
-            return points
-        names = schema.get("names") or []
-        if not names:
-            return points
-        primary = schema.get("primary") or names[0]
-        fixed = []
-        for pt in points:
-            vec = getattr(pt, "vector", None)
-            # Some client builds may store named vectors in .vectors already; keep if correct
-            vectors_attr = getattr(pt, "vectors", None)
-            if isinstance(vectors_attr, dict) and vectors_attr:
-                fixed.append(pt)
-                continue
-            if vec is not None and not isinstance(vec, dict):
-                # convert to named map
-                fixed.append(rest.PointStruct(id=pt.id, vector={primary: vec}, payload=pt.payload))
-            else:
-                fixed.append(pt)
-        return fixed
-    except Exception:
-        return points
-
-
 # ---- Compatibility wrappers (no direct calls to project-specific signatures) ----
 def _ensure_collections_compat(client, cfg, dim):
     """
@@ -707,4 +620,4 @@ def main() -> None:
 
 
 if __name__ == "__main__":
-    main()
+    main()
\ No newline at end of file