Update references to toolkit paths and mpi- skill names

skills/mpi-terms-search/references/termbase-rebuild.md

@@ -112,7 +112,7 @@ duckdb path/to/termlib.duckdb
 
 ## Step 4: Create unified views
 
-See `references/unified-view.sql` for the pattern. Key patterns:
+See `toolkit/references/unified-view.sql` for the pattern. Key patterns:
 - `UNION ALL` across all source tables
 - Normalize column names to `zh`, `en`, `loc` (出处), `source`
 - For paired-column sheets (e.g., `中文/英文` + `补充内容/英文_1`), emit two UNION branches

skills/mpi-terms-search/references/translation-alignment.md

@@ -10,7 +10,7 @@ After producing a first-pass translation, or when the user asks to check termino
 
 1. Read the full translated file. Extract all Chinese terms from `{% "TERM" (pinyin) = ENGLISH ... %}` blocks.
 
-2. Start the search server: `python3 $MPI_PROJECT_ROOT/terms-search/server.py &` (port 8910). It may already be running — check with `curl -s http://localhost:8910/`.
+2. Start the search server: `python3 $MPI_PROJECT_ROOT/toolkit/terms-database/server.py &` (port 8910). It may already be running — check with `curl -s http://localhost:8910/`.
 
 3. Batch-search each term via the HTTP API:
    ```