fix(mcp): correct the search_notes examples in the tool description

src/basic_memory/mcp/tools/search.py

@@ -806,45 +806,45 @@ async def search_notes(
     ## Search Syntax Examples
 
     ### Basic Searches
-    - `search_notes("my-project", "keyword")` - Find any content containing "keyword"
-    - `search_notes("work-docs", "'exact phrase'")` - Search for exact phrase match
+    - `search_notes("keyword", project="my-project")` - Find any content containing "keyword"
+    - `search_notes("'exact phrase'", project="work-docs")` - Search for exact phrase match
 
     ### Advanced Boolean Searches
-    - `search_notes("my-project", "term1 term2")` - Strict implicit-AND first; retries with
+    - `search_notes("term1 term2", project="my-project")` - Strict implicit-AND first; retries with
       relaxed OR terms only if strict search returns no results
-    - `search_notes("my-project", "term1 AND term2")` - Explicit AND search (both terms required)
-    - `search_notes("my-project", "term1 OR term2")` - Either term can be present
-    - `search_notes("my-project", "term1 NOT term2")` - Include term1 but exclude term2
-    - `search_notes("my-project", "(project OR planning) AND notes")` - Grouped boolean logic
+    - `search_notes("term1 AND term2", project="my-project")` - Explicit AND search (both terms required)
+    - `search_notes("term1 OR term2", project="my-project")` - Either term can be present
+    - `search_notes("term1 NOT term2", project="my-project")` - Include term1 but exclude term2
+    - `search_notes("(project OR planning) AND notes", project="my-project")` - Grouped boolean logic
 
     ### Content-Specific Searches
-    - `search_notes("research", "tag:example")` - Search within specific tags (if supported by content)
-    - `search_notes("work-project", "req", entity_types=["observation"], categories=["requirement"])`
+    - `search_notes("tag:example", project="research")` - Search within specific tags (if supported by content)
+    - `search_notes("req", project="work-project", entity_types=["observation"], categories=["requirement"])`
       - Return only observations whose category is exactly "requirement"
-    - `search_notes("team-docs", "author:username")` - Find content by author (if metadata available)
+    - `search_notes("author:username", project="team-docs")` - Find content by author (if metadata available)
 
     **Note:** `tag:` shorthand is automatically converted to a `tags` filter, so it works
     with any search type (text, hybrid, vector). You can also use the `tags` parameter
-    directly: `search_notes("project", "query", tags=["my-tag"])`
+    directly: `search_notes("query", project="project", tags=["my-tag"])`
 
     ### Search Type Examples
-    - `search_notes("my-project", "Meeting", search_type="title")` - Search only in titles
-    - `search_notes("work-docs", "docs/meeting-*", search_type="permalink")` - Pattern match permalinks
+    - `search_notes("Meeting", project="my-project", search_type="title")` - Search only in titles
+    - `search_notes("docs/meeting-*", project="work-docs", search_type="permalink")` - Pattern match permalinks
       Note: Permalink patterns match the full path (e.g., "project/folder/chapter-13*", not just "chapter-13*").
-    - `search_notes("research", "keyword")` - Default search (hybrid when semantic is enabled,
+    - `search_notes("keyword", project="research")` - Default search (hybrid when semantic is enabled,
       text when disabled)
 
     ### Filtering Options
-    - `search_notes("my-project", "query", note_types=["note"])` - Search only notes
-    - `search_notes("work-docs", "query", note_types=["note", "person"])` - Multiple note types
-    - `search_notes("research", "query", entity_types=["observation"])` - Filter by entity type
-    - `search_notes("research", "query", entity_types=["observation"], categories=["requirement"])`
+    - `search_notes("query", project="my-project", note_types=["note"])` - Search only notes
+    - `search_notes("query", project="work-docs", note_types=["note", "person"])` - Multiple note types
+    - `search_notes("query", project="research", entity_types=["observation"])` - Filter by entity type
+    - `search_notes("query", project="research", entity_types=["observation"], categories=["requirement"])`
       - Filter observations to an exact category
-    - `search_notes("team-docs", "query", after_date="2024-01-01")` - Recent content only
-    - `search_notes("my-project", "query", after_date="1 week")` - Relative date filtering
-    - `search_notes("my-project", "query", tags=["security"])` - Filter by frontmatter tags
-    - `search_notes("my-project", "query", status="in-progress")` - Filter by frontmatter status
-    - `search_notes("my-project", "query", metadata_filters={"priority": {"$in": ["high"]}})`
+    - `search_notes("query", project="team-docs", after_date="2024-01-01")` - Recent content only
+    - `search_notes("query", project="my-project", after_date="1 week")` - Relative date filtering
+    - `search_notes("query", project="my-project", tags=["security"])` - Filter by frontmatter tags
+    - `search_notes("query", project="my-project", status="in-progress")` - Filter by frontmatter status
+    - `search_notes("query", project="my-project", metadata_filters={"priority": {"$in": ["high"]}})`
 
     ### Structured Metadata Filters
     Filters are exact matches on frontmatter metadata. Supported forms:
@@ -867,10 +867,10 @@ async def search_notes(
     metadata_filters, that value wins.
 
     ### Advanced Pattern Examples
-    - `search_notes("work-project", "project AND (meeting OR discussion)")` - Complex boolean logic
-    - `search_notes("research", "\"exact phrase\" AND keyword")` - Combine phrase and keyword search
-    - `search_notes("dev-notes", "bug NOT fixed")` - Exclude resolved issues
-    - `search_notes("archive", "docs/2024-*", search_type="permalink")` - Year-based permalink search
+    - `search_notes("project AND (meeting OR discussion)", project="work-project")` - Complex boolean logic
+    - `search_notes('"exact phrase" AND keyword', project="research")` - Combine phrase and keyword search
+    - `search_notes("bug NOT fixed", project="dev-notes")` - Exclude resolved issues
+    - `search_notes("docs/2024-*", project="archive", search_type="permalink")` - Year-based permalink search
 
     Args:
         query: Optional search query string (supports boolean operators, phrases, patterns).