fix: Update models and viz to use int-only doc_id

- algorithms.py: Revert SearchResult.id to int (all docs use int IDs now)
- semantic.py: Revert SemanticSearchResult.id to int, remove Union import
- viz_routes.py: Remove str() conversion when querying doc_id from Qdrant
- viz_routes.py: Convert doc_id from query param to int in chunk context

Fixes vector visualization which was collapsing all chunks to a single
point because Qdrant queries were failing to match doc_id (string vs int).

nextcloud_mcp_server/auth/viz_routes.py

@@ -235,7 +235,7 @@ async def vector_visualization_search(request: Request) -> JSONResponse:
             must_conditions = [
                 FieldCondition(
                     key="doc_id",
-                    match=MatchValue(value=str(result.id)),
+                    match=MatchValue(value=result.id),
                 ),
                 FieldCondition(
                     key="user_id",
@@ -524,6 +524,8 @@ async def chunk_context_endpoint(request: Request) -> JSONResponse:
 
         start = int(start_str)
         end = int(end_str)
+        # Convert doc_id to int (all document types use int IDs)
+        doc_id_int = int(doc_id)
 
         # Get authenticated Nextcloud client
         from nextcloud_mcp_server.auth.userinfo_routes import (
@@ -536,7 +538,7 @@ async def chunk_context_endpoint(request: Request) -> JSONResponse:
             chunk_context = await get_chunk_with_context(
                 nc_client=nc_client,
                 user_id=request.user.display_name,  # User ID from auth
-                doc_id=doc_id,
+                doc_id=doc_id_int,
                 doc_type=doc_type,
                 chunk_start=start,
                 chunk_end=end,

nextcloud_mcp_server/models/semantic.py

@@ -10,7 +10,7 @@ from .base import BaseResponse
 class SemanticSearchResult(BaseModel):
     """Model for semantic search results with additional metadata."""
 
-    id: int = Field(description="Document ID")
+    id: int = Field(description="Document ID (int for all document types)")
     doc_type: str = Field(
         description="Document type (note, calendar_event, deck_card, etc.)"
     )

nextcloud_mcp_server/search/algorithms.py

@@ -123,7 +123,7 @@ class SearchResult:
     """A single search result with metadata and score.
 
     Attributes:
-        id: Document ID
+        id: Document ID (int for all document types)
         doc_type: Document type (note, file, calendar, contact, etc.)
         title: Document title
         excerpt: Content excerpt showing match context