diff --git a/CLAUDE.md b/CLAUDE.md
index 79be20a..b398cc1 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -132,7 +132,7 @@ This is a fork with UX improvements. Issues are tracked on the Gitea instance ab
 | 4 | Layout Max-Width | ✅ DONE |
 | 5 | Temperature Ranges | ✅ DONE |
 | 6 | Spool Adjustment History | ✅ DONE |
-| 7 | 3dfilamentprofiles Integration | ✅ DONE |
+| 7 | 3dfilamentprofiles Integration | ⚠️ PARTIAL (sample only) |
 | 8 | (see Gitea #8) | ✅ DONE |
 | 9 | Hierarchical Locations (Room/Bin) | Open |
 | 10 | Database Import/Export | ✅ DONE |
@@ -373,8 +373,11 @@ Some filaments have temp info in comment field (e.g., "extrude 190-230 / bed 50-
 ### Filament Select Not Refreshing After Inline Creation
 When creating a filament via the inline modal on spool create page, the select dropdown doesn't immediately show the new filament with its name (shows ID instead).
 
-### 3dfilamentprofiles Sample Data
-The 3dfp GitHub repo only contains sample data (3 filaments). The full dataset may require using their website API directly.
+### 3dfilamentprofiles Integration Incomplete (Issue #7)
+The backend code and frontend UI exist, but we're only fetching `sample-filaments.json` (~3 test filaments). The jklewa/filament-profiles-data GitHub repo only provides sample data. Full dataset requires either:
+1. Running their parser.py script against 3dfilamentprofiles.com
+2. Directly querying the website API
+3. Hosting our own generated full dataset
 
 ### Future: Issue #9 - Hierarchical Locations
 Add room/bin/shelf support for locations. See Gitea issue #9 for details.