From 1b7c89de3bd24a4195f7bbb428a6144360b3e45d Mon Sep 17 00:00:00 2001
From: Apunkt <a.schwibbe@gmx.net>
Date: Fri, 12 Jun 2026 17:54:44 +0200
Subject: [PATCH] Fix QdrantStore.all_records missing with_vectors=True

Qdrant's scroll() defaults to returning only payloads, not vectors.
Without with_vectors=True, all 1963 records had empty embeddings,
causing community detection to fail (0 communities) and topology
to show insufficient_data. Now 1959/1963 records have 1024-dim
embeddings and 1844 communities are detected.
---
 src/iai_mcp/qdrant_store.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/iai_mcp/qdrant_store.py b/src/iai_mcp/qdrant_store.py
index ec6222d..1cc21da 100644
--- a/src/iai_mcp/qdrant_store.py
+++ b/src/iai_mcp/qdrant_store.py
@@ -644,6 +644,7 @@ class QdrantStore:
                 offset=offset,
                 scroll_filter=table_filter,
                 with_payload=True,
+                with_vectors=True,
             )
             all_points.extend(points)
             if next_offset is None: