diff --git a/CLAUDE.md b/CLAUDE.md
index 73c46f4..f09f911 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -154,15 +154,10 @@ The project uses a structured label system to organize issues:
 - Python API improvement: `system:python-binding`, `priority:tier1-active`, `Minor Feature`
 - Performance work: `system:performance`, `priority:tier1-active`, `Major Feature`, `workflow:needs-benchmark`
 
-**⚠️ CRITICAL BUG**: The Gitea MCP tool (v0.07) has a label application bug documented in `GITEA_MCP_LABEL_BUG_REPORT.md`:
-- `add_issue_labels` and `replace_issue_labels` behave inconsistently
-- Single ID arrays produce different results than multi-ID arrays for the SAME IDs
-- Label IDs do not map reliably to actual labels
+**Note**: The Gitea MCP tool has unreliable label application. The `add_issue_labels` and `replace_issue_labels` functions often apply wrong labels even with correct IDs.
 
-**Workaround Options:**
-1. **Best**: Apply labels manually via web interface: `https://gamedev.ffwf.net/gitea/john/McRogueFace/issues/<number>`
-2. **Automated**: Apply labels ONE AT A TIME using single-element arrays (slower but more reliable)
-3. **Use single-ID mapping** (documented below)
+**STRONGLY RECOMMENDED**: Apply labels manually via web interface:
+`https://gamedev.ffwf.net/gitea/john/McRogueFace/issues/<number>`
 
 **Label ID Reference** (for documentation purposes - see issue #131 for details):
 ```
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